// Copyright (c) Microsoft Corporation.
// Licensed under the MIT License.

import {
  ICausalAnalysisData,
  ICounterfactualData,
  IDataset,
  IErrorAnalysisData,
  IModelExplanationData,
  ComparisonTypes,
  Metrics,
  FilterMethods,
  IPreBuiltCohort,
  DatasetTaskType
} from "@responsible-ai/core-ui";

export const adultCensusWithFairnessDataset: IDataset = {
  categorical_features: [
    "workclass",
    "education",
    "marital-status",
    "occupation",
    "relationship",
    "race",
    "gender",
    "native-country"
  ],
  class_names: ["<=50K", ">50K"],
  data_balance_measures: {
    AggregateBalanceMeasures: {
      AtkinsonIndex: 1,
      TheilLIndex: 0.8514890413806508,
      TheilTIndex: 1.4382951871406242
    },
    DistributionBalanceMeasures: {
      education: {
        ChiSquarePValue: 0,
        ChiSquareStat: 67584.92311182359,
        CrossEntropy: 5.2226099802279595,
        InfiniteNormDist: 0.25975280542028373,
        JensenShannonDist: 0.41636610464747786,
        KLDivergence: 0.7401994236572135,
        TotalVarianceDist: 0.5230048244154745,
        WassersteinDist: 0.06537560305193431
      },
      gender: {
        ChiSquarePValue: 0,
        ChiSquareStat: 3803.0116753879192,
        CrossEntropy: 1.0881498921803159,
        InfiniteNormDist: 0.1695804724599982,
        JensenShannonDist: 0.12201405654657467,
        KLDivergence: 0.05867183964455269,
        TotalVarianceDist: 0.1695804724599982,
        WassersteinDist: 0.1695804724599982
      },
      "marital-status": {
        ChiSquarePValue: 0,
        ChiSquareStat: 45569.14842261275,
        CrossEntropy: 4.618725806153617,
        InfiniteNormDist: 0.31689906536402407,
        JensenShannonDist: 0.42521901245715105,
        KLDivergence: 0.6744320769934454,
        TotalVarianceDist: 0.502192916124739,
        WassersteinDist: 0.14348369032135402
      },
      "native-country": {
        ChiSquarePValue: 0,
        ChiSquareStat: 1082055.988778319,
        CrossEntropy: 9.261602812000357,
        InfiniteNormDist: 0.871837915771856,
        JensenShannonDist: 0.7031845211721601,
        KLDivergence: 3.0820337997959535,
        TotalVarianceDist: 0.871837915771856,
        WassersteinDist: 0.04151609122723126
      },
      occupation: {
        ChiSquarePValue: 0,
        ChiSquareStat: 15088.891564078524,
        CrossEntropy: 4.737040674192254,
        InfiniteNormDist: 0.06639444259600939,
        JensenShannonDist: 0.2770843858318095,
        KLDivergence: 0.2700257327141814,
        TotalVarianceDist: 0.3066029460693869,
        WassersteinDist: 0.040880392809251584
      },
      race: {
        ChiSquarePValue: 0,
        ChiSquareStat: 89304.35479870542,
        CrossEntropy: 4.442298417718953,
        InfiniteNormDist: 0.6542996279604367,
        JensenShannonDist: 0.510543810639872,
        KLDivergence: 1.0561851932256465,
        TotalVarianceDist: 0.6542996279604367,
        WassersteinDist: 0.2617198511841747
      },
      relationship: {
        ChiSquarePValue: 0,
        ChiSquareStat: 20070.483076736946,
        CrossEntropy: 3.104523795069017,
        InfiniteNormDist: 0.23831200911446518,
        JensenShannonDist: 0.2778601527307111,
        KLDivergence: 0.29838672543089056,
        TotalVarianceDist: 0.3271125092001653,
        WassersteinDist: 0.10903750306672177
      },
      workclass: {
        ChiSquarePValue: 0,
        ChiSquareStat: 116515.4847705756,
        CrossEntropy: 5.589865678878373,
        InfiniteNormDist: 0.5857825097714999,
        JensenShannonDist: 0.4842227705566718,
        KLDivergence: 1.0544517150122026,
        TotalVarianceDist: 0.5857825097714998,
        WassersteinDist: 0.13017389106033334
      }
    },
    FeatureBalanceMeasures: {
      "<=50K": {
        gender: [
          {
            ClassA: "Male",
            ClassB: "Female",
            JaccardIndex: 0.11262747899143782,
            KendallRankCorrelation: 0.8860130917999495,
            LogLikelihoodRatio: 0.45784778319808755,
            PointwiseMutualInfo: -0.24844042993479323,
            SorensonDiceCoeff: 0.05546213669657729,
            StatisticalParity: -0.19583863407636615,
            TTest: -0.6630817035868142,
            TTestPValue: 0.3136242783947171
          }
        ],
        "marital-status": [
          {
            ClassA: "Never-married",
            ClassB: "Married-civ-spouse",
            JaccardIndex: 0.140719854458639,
            KendallRankCorrelation: 0.8344796016911697,
            LogLikelihoodRatio: 0.207944160103111,
            PointwiseMutualInfo: 0.5451666781150282,
            SorensonDiceCoeff: 0.07930294177869757,
            StatisticalParity: 0.40088648723384657,
            TTest: 0.32766049833012834,
            TTestPValue: 0.3771497605125569
          },
          {
            ClassA: "Never-married",
            ClassB: "Divorced",
            JaccardIndex: 0.24637957896764012,
            KendallRankCorrelation: 2.0638522590658783,
            LogLikelihoodRatio: 0.9411403767953904,
            PointwiseMutualInfo: 0.06336462046966357,
            SorensonDiceCoeff: 0.15151741302409705,
            StatisticalParity: 0.05856912231378575,
            TTest: -1.015321921206513,
            TTestPValue: 0.17456602670416604
          },
          {
            ClassA: "Never-married",
            ClassB: "Married-spouse-absent",
            JaccardIndex: 0.3887871273958766,
            KendallRankCorrelation: 10.14609743492363,
            LogLikelihoodRatio: 3.2784984365444805,
            PointwiseMutualInfo: 0.03875941664644715,
            SorensonDiceCoeff: 0.2726231442436579,
            StatisticalParity: 0.036265744199790784,
            TTest: -6.563878606520623,
            TTestPValue: 0.0002995225486835816
          },
          {
            ClassA: "Never-married",
            ClassB: "Separated",
            JaccardIndex: 0.36544014671187575,
            KendallRankCorrelation: 6.088984413163383,
            LogLikelihoodRatio: 2.359135505633356,
            PointwiseMutualInfo: 0.019079481209816507,
            SorensonDiceCoeff: 0.2504930156819398,
            StatisticalParity: 0.01802763555920539,
            TTest: -3.7238875904553925,
            TTestPValue: 0.004903604835543777
          },
          {
            ClassA: "Never-married",
            ClassB: "Married-AF-spouse",
            JaccardIndex: 0.4037475786001037,
            KendallRankCorrelation: 44.70040042100038,
            LogLikelihoodRatio: 6.605587846052915,
            PointwiseMutualInfo: 0.4918134875784094,
            SorensonDiceCoeff: 0.2873467756845828,
            StatisticalParity: 0.3705794696899869,
            TTest: -31.292087739117186,
            TTestPValue: 3.537544009710465e-8
          },
          {
            ClassA: "Never-married",
            ClassB: "Widowed",
            JaccardIndex: 0.367693191855852,
            KendallRankCorrelation: 6.239298692678846,
            LogLikelihoodRatio: 2.418099952111579,
            PointwiseMutualInfo: 0.04199521192044252,
            SorensonDiceCoeff: 0.2525851739152921,
            StatisticalParity: 0.0392302633407805,
            TTest: -3.8157863018475835,
            TTestPValue: 0.004401945728126027
          },
          {
            ClassA: "Married-civ-spouse",
            ClassB: "Divorced",
            JaccardIndex: 0.10565972450900113,
            KendallRankCorrelation: 1.2293726573747088,
            LogLikelihoodRatio: 0.7331962166922794,
            PointwiseMutualInfo: -0.48180205764536466,
            SorensonDiceCoeff: 0.07221447124539948,
            StatisticalParity: -0.3423173649200608,
            TTest: -1.3429824195366413,
            TTestPValue: 0.11392422735735633
          },
          {
            ClassA: "Married-civ-spouse",
            ClassB: "Married-spouse-absent",
            JaccardIndex: 0.24806727293723763,
            KendallRankCorrelation: 9.31161783323246,
            LogLikelihoodRatio: 3.07055427644137,
            PointwiseMutualInfo: -0.5064072614685811,
            SorensonDiceCoeff: 0.19332020246496032,
            StatisticalParity: -0.3646207430340558,
            TTest: -6.891539104850751,
            TTestPValue: 0.0002304341372337772
          },
          {
            ClassA: "Married-civ-spouse",
            ClassB: "Separated",
            JaccardIndex: 0.22472029225323675,
            KendallRankCorrelation: 5.254504811472213,
            LogLikelihoodRatio: 2.151191345530245,
            PointwiseMutualInfo: -0.5260871969052117,
            SorensonDiceCoeff: 0.17119007390324223,
            StatisticalParity: -0.3828588516746412,
            TTest: -4.051548088785521,
            TTestPValue: 0.003357179061378822
          },
          {
            ClassA: "Married-civ-spouse",
            ClassB: "Married-AF-spouse",
            JaccardIndex: 0.2630277241414647,
            KendallRankCorrelation: 43.86592081930921,
            LogLikelihoodRatio: 6.397643685949804,
            PointwiseMutualInfo: -0.0533531905366188,
            SorensonDiceCoeff: 0.2080438339058852,
            StatisticalParity: -0.03030701754385967,
            TTest: -31.619748237447315,
            TTestPValue: 3.324312318192658e-8
          },
          {
            ClassA: "Married-civ-spouse",
            ClassB: "Widowed",
            JaccardIndex: 0.22697333739721298,
            KendallRankCorrelation: 5.404819090987676,
            LogLikelihoodRatio: 2.210155792008468,
            PointwiseMutualInfo: -0.5031714661945856,
            SorensonDiceCoeff: 0.17328223213659452,
            StatisticalParity: -0.36165622389306606,
            TTest: -4.143446800177712,
            TTestPValue: 0.0030276240464218885
          },
          {
            ClassA: "Divorced",
            ClassB: "Married-spouse-absent",
            JaccardIndex: 0.1424075484282365,
            KendallRankCorrelation: 8.082245175857752,
            LogLikelihoodRatio: 2.33735805974909,
            PointwiseMutualInfo: -0.024605203823216418,
            SorensonDiceCoeff: 0.12110573121956084,
            StatisticalParity: -0.022303378113994965,
            TTest: -5.54855668531411,
            TTestPValue: 0.0007240170611110993
          },
          {
            ClassA: "Divorced",
            ClassB: "Separated",
            JaccardIndex: 0.11906056774423562,
            KendallRankCorrelation: 4.025132154097504,
            LogLikelihoodRatio: 1.4179951288379655,
            PointwiseMutualInfo: -0.04428513925984706,
            SorensonDiceCoeff: 0.09897560265784275,
            StatisticalParity: -0.04054148675458036,
            TTest: -2.7085656692488795,
            TTestPValue: 0.01758653428845986
          },
          {
            ClassA: "Divorced",
            ClassB: "Married-AF-spouse",
            JaccardIndex: 0.1573679996324636,
            KendallRankCorrelation: 42.636548161934506,
            LogLikelihoodRatio: 5.664447469257524,
            PointwiseMutualInfo: 0.42844886710874586,
            SorensonDiceCoeff: 0.13582936266048573,
            StatisticalParity: 0.31201034737620115,
            TTest: -30.276765817910675,
            TTestPValue: 4.307038507148007e-8
          },
          {
            ClassA: "Divorced",
            ClassB: "Widowed",
            JaccardIndex: 0.12131361288821185,
            KendallRankCorrelation: 4.175446433612967,
            LogLikelihoodRatio: 1.4769595753161888,
            PointwiseMutualInfo: -0.02136940854922105,
            SorensonDiceCoeff: 0.10106776089119504,
            StatisticalParity: -0.019338858973005246,
            TTest: -2.8004643806410705,
            TTestPValue: 0.015572442119972966
          },
          {
            ClassA: "Married-spouse-absent",
            ClassB: "Separated",
            JaccardIndex: -0.023346980684000873,
            KendallRankCorrelation: -4.057113021760248,
            LogLikelihoodRatio: -0.9193629309111246,
            PointwiseMutualInfo: -0.019679935436630644,
            SorensonDiceCoeff: -0.022130128561718088,
            StatisticalParity: -0.018238108640585393,
            TTest: 2.8399910160652304,
            TTestPValue: 0.014783650428395504
          },
          {
            ClassA: "Married-spouse-absent",
            ClassB: "Married-AF-spouse",
            JaccardIndex: 0.014960451204227097,
            KendallRankCorrelation: 34.55430298607675,
            LogLikelihoodRatio: 3.3270894095084342,
            PointwiseMutualInfo: 0.45305407093196226,
            SorensonDiceCoeff: 0.014723631440924898,
            StatisticalParity: 0.3343137254901961,
            TTest: -24.728209132596565,
            TTestPValue: 1.4387483198343803e-7
          },
          {
            ClassA: "Married-spouse-absent",
            ClassB: "Widowed",
            JaccardIndex: -0.021093935540024637,
            KendallRankCorrelation: -3.906798742244785,
            LogLikelihoodRatio: -0.8603984844329013,
            PointwiseMutualInfo: 0.0032357952739953677,
            SorensonDiceCoeff: -0.020037970328365788,
            StatisticalParity: 0.0029645191409897187,
            TTest: 2.7480923046730394,
            TTestPValue: 0.01668797088364156
          },
          {
            ClassA: "Separated",
            ClassB: "Married-AF-spouse",
            JaccardIndex: 0.03830743188822797,
            KendallRankCorrelation: 38.611416007837,
            LogLikelihoodRatio: 4.246452340419559,
            PointwiseMutualInfo: 0.4727340063685929,
            SorensonDiceCoeff: 0.03685376000264299,
            StatisticalParity: 0.3525518341307815,
            TTest: -27.568200148661795,
            TTestPValue: 7.53108661488161e-8
          },
          {
            ClassA: "Separated",
            ClassB: "Widowed",
            JaccardIndex: 0.002253045143976236,
            KendallRankCorrelation: 0.15031427951546306,
            LogLikelihoodRatio: 0.0589644464782233,
            PointwiseMutualInfo: 0.02291573071062601,
            SorensonDiceCoeff: 0.0020921582333522995,
            StatisticalParity: 0.021202627781575112,
            TTest: -0.09189871139219097,
            TTestPValue: 0.46488500083707407
          },
          {
            ClassA: "Married-AF-spouse",
            ClassB: "Widowed",
            JaccardIndex: -0.03605438674425174,
            KendallRankCorrelation: -38.46110172832154,
            LogLikelihoodRatio: -4.187487893941336,
            PointwiseMutualInfo: -0.4498182756579669,
            SorensonDiceCoeff: -0.03476160176929069,
            StatisticalParity: -0.3313492063492064,
            TTest: 27.476301437269605,
            TTestPValue: 7.682430578430897e-8
          }
        ],
        race: [
          {
            ClassA: "White",
            ClassB: "Black",
            JaccardIndex: 0.5407035696710325,
            KendallRankCorrelation: 5.403751130554893,
            LogLikelihoodRatio: 2.0202231337667724,
            PointwiseMutualInfo: -0.16409122995866213,
            SorensonDiceCoeff: 0.2953917154982603,
            StatisticalParity: -0.1326743549972268,
            TTest: -2.4022212953668194,
            TTestPValue: 0.0370887156252368
          },
          {
            ClassA: "White",
            ClassB: "Asian-Pac-Islander",
            JaccardIndex: 0.6197824221189481,
            KendallRankCorrelation: 8.760875263184106,
            LogLikelihoodRatio: 3.3091544281010483,
            PointwiseMutualInfo: 0.01611071186110824,
            SorensonDiceCoeff: 0.3645823509061195,
            StatisticalParity: 0.011890594140210098,
            TTest: -4.5987467933844846,
            TTestPValue: 0.005020185469773233
          },
          {
            ClassA: "White",
            ClassB: "Amer-Indian-Eskimo",
            JaccardIndex: 0.6389836994894651,
            KendallRankCorrelation: 14.462064888042137,
            LogLikelihoodRatio: 4.325323047558084,
            PointwiseMutualInfo: -0.17392029116990065,
            SorensonDiceCoeff: 0.3830157248117417,
            StatisticalParity: -0.14133389020338694,
            TTest: -8.717922473311269,
            TTestPValue: 0.0004767637122446018
          },
          {
            ClassA: "White",
            ClassB: "Other",
            JaccardIndex: 0.6400934171591877,
            KendallRankCorrelation: 15.319644400786636,
            LogLikelihoodRatio: 4.431483243386475,
            PointwiseMutualInfo: -0.20038198358319192,
            SorensonDiceCoeff: 0.38410248716326095,
            StatisticalParity: -0.16507448082295828,
            TTest: -9.336299222418617,
            TTestPValue: 0.00036636641982234363
          },
          {
            ClassA: "Black",
            ClassB: "Asian-Pac-Islander",
            JaccardIndex: 0.0790788524479156,
            KendallRankCorrelation: 3.3571241326292123,
            LogLikelihoodRatio: 1.288931294334276,
            PointwiseMutualInfo: 0.18020194181977037,
            SorensonDiceCoeff: 0.06919063540785916,
            StatisticalParity: 0.1445649491374369,
            TTest: -2.196525498017665,
            TTestPValue: 0.04650617346211383
          },
          {
            ClassA: "Black",
            ClassB: "Amer-Indian-Eskimo",
            JaccardIndex: 0.0982801298184326,
            KendallRankCorrelation: 9.058313757487245,
            LogLikelihoodRatio: 2.305099913791311,
            PointwiseMutualInfo: -0.009829061211238527,
            SorensonDiceCoeff: 0.08762400931348135,
            StatisticalParity: -0.00865953520616014,
            TTest: -6.315701177944449,
            TTestPValue: 0.0016074010959541312
          },
          {
            ClassA: "Black",
            ClassB: "Other",
            JaccardIndex: 0.09938984748815517,
            KendallRankCorrelation: 9.915893270231741,
            LogLikelihoodRatio: 2.4112601096197017,
            PointwiseMutualInfo: -0.036290753624529784,
            SorensonDiceCoeff: 0.08871077166500065,
            StatisticalParity: -0.032400125825731485,
            TTest: -6.934077927051797,
            TTestPValue: 0.0011356047928158767
          },
          {
            ClassA: "Asian-Pac-Islander",
            ClassB: "Amer-Indian-Eskimo",
            JaccardIndex: 0.01920127737051699,
            KendallRankCorrelation: 5.701189624858031,
            LogLikelihoodRatio: 1.016168619457035,
            PointwiseMutualInfo: -0.1900310030310089,
            SorensonDiceCoeff: 0.01843337390562218,
            StatisticalParity: -0.15322448434359703,
            TTest: -4.1191756799267845,
            TTestPValue: 0.007311131918031637
          },
          {
            ClassA: "Asian-Pac-Islander",
            ClassB: "Other",
            JaccardIndex: 0.020310995040239567,
            KendallRankCorrelation: 6.55876913760253,
            LogLikelihoodRatio: 1.1223288152854258,
            PointwiseMutualInfo: -0.21649269544430016,
            SorensonDiceCoeff: 0.019520136257141482,
            StatisticalParity: -0.17696507496316838,
            TTest: -4.737552429034133,
            TTestPValue: 0.004526757328237309
          },
          {
            ClassA: "Amer-Indian-Eskimo",
            ClassB: "Other",
            JaccardIndex: 0.0011097176697225757,
            KendallRankCorrelation: 0.8575795127444987,
            LogLikelihoodRatio: 0.10616019582839087,
            PointwiseMutualInfo: -0.026461692413291257,
            SorensonDiceCoeff: 0.0010867623515192996,
            StatisticalParity: -0.023740590619571345,
            TTest: -0.6183767491073482,
            TTestPValue: 0.28490021584689684
          }
        ],
        relationship: [
          {
            ClassA: "Not-in-family",
            ClassB: "Husband",
            JaccardIndex: 0.05427287995328578,
            KendallRankCorrelation: 0.2885657571509078,
            LogLikelihoodRatio: 0.025544685523878785,
            PointwiseMutualInfo: 0.4862852033273696,
            SorensonDiceCoeff: 0.033959898448807396,
            StatisticalParity: 0.34528933992789435,
            TTest: 0.46877442035627015,
            TTestPValue: 0.32947902850763244
          },
          {
            ClassA: "Not-in-family",
            ClassB: "Wife",
            JaccardIndex: 0.25927152754316063,
            KendallRankCorrelation: 4.376318910996455,
            LogLikelihoodRatio: 2.203715956029121,
            PointwiseMutualInfo: 0.5362695798853925,
            SorensonDiceCoeff: 0.19444848807821327,
            StatisticalParity: 0.37217071120656997,
            TTest: -2.493223221819526,
            TTestPValue: 0.027471917714581316
          },
          {
            ClassA: "Not-in-family",
            ClassB: "Own-child",
            JaccardIndex: 0.09025461603015783,
            KendallRankCorrelation: 0.8676652913707429,
            LogLikelihoodRatio: 0.40184036363791287,
            PointwiseMutualInfo: -0.09577274949331738,
            SorensonDiceCoeff: 0.05816604382724799,
            StatisticalParity: -0.09012008473097088,
            TTest: -0.5839618862967959,
            TTestPValue: 0.2922986498119201
          },
          {
            ClassA: "Not-in-family",
            ClassB: "Unmarried",
            JaccardIndex: 0.16201410397061658,
            KendallRankCorrelation: 1.8352195617408391,
            LogLikelihoodRatio: 0.836441036152721,
            PointwiseMutualInfo: -0.04391768649537084,
            SorensonDiceCoeff: 0.11104561622406078,
            StatisticalParity: -0.040255742363249025,
            TTest: -1.110041036625082,
            TTestPValue: 0.15874649117729936
          },
          {
            ClassA: "Not-in-family",
            ClassB: "Other-relative",
            JaccardIndex: 0.2534899990345166,
            KendallRankCorrelation: 5.515987368007095,
            LogLikelihoodRatio: 2.067496791142962,
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      "Never-married",
      "Adm-clerical",
      "Own-child",
      "White",
      "Female",
      0,
      0,
      30,
      "United-States"
    ],
    [
      51,
      "Private",
      27539,
      "Some-college",
      10,
      "Married-civ-spouse",
      "Transport-moving",
      "Husband",
      "White",
      "Male",
      0,
      0,
      60,
      "United-States"
    ],
    [
      60,
      "Private",
      137490,
      "5th-6th",
      3,
      "Separated",
      "Handlers-cleaners",
      "Not-in-family",
      "Black",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      40,
      "Private",
      77975,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Craft-repair",
      "Husband",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      29,
      "Private",
      485944,
      "Bachelors",
      13,
      "Never-married",
      "Sales",
      "Own-child",
      "Black",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      34,
      "Private",
      205072,
      "HS-grad",
      9,
      "Never-married",
      "Sales",
      "Not-in-family",
      "White",
      "Male",
      0,
      0,
      50,
      "United-States"
    ],
    [
      41,
      "Private",
      244522,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Craft-repair",
      "Husband",
      "White",
      "Male",
      7688,
      0,
      42,
      "United-States"
    ],
    [
      35,
      "?",
      111377,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "?",
      "Husband",
      "White",
      "Male",
      0,
      0,
      50,
      "United-States"
    ],
    [
      35,
      "Private",
      250988,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Sales",
      "Husband",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      28,
      "Private",
      110408,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Sales",
      "Husband",
      "White",
      "Male",
      0,
      0,
      45,
      "United-States"
    ],
    [
      31,
      "Private",
      463601,
      "HS-grad",
      9,
      "Never-married",
      "Handlers-cleaners",
      "Other-relative",
      "Black",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      45,
      "Self-emp-not-inc",
      165267,
      "9th",
      5,
      "Married-civ-spouse",
      "Transport-moving",
      "Husband",
      "Black",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      49,
      "Private",
      149218,
      "HS-grad",
      9,
      "Divorced",
      "Craft-repair",
      "Unmarried",
      "White",
      "Male",
      0,
      0,
      50,
      "United-States"
    ],
    [
      44,
      "Private",
      96129,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Exec-managerial",
      "Husband",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      38,
      "Private",
      127493,
      "Assoc-acdm",
      12,
      "Widowed",
      "Sales",
      "Unmarried",
      "White",
      "Female",
      0,
      0,
      35,
      "United-States"
    ],
    [
      35,
      "Private",
      114765,
      "Masters",
      14,
      "Never-married",
      "Prof-specialty",
      "Not-in-family",
      "White",
      "Female",
      0,
      0,
      38,
      "United-States"
    ],
    [
      29,
      "Private",
      180271,
      "HS-grad",
      9,
      "Never-married",
      "Tech-support",
      "Own-child",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      40,
      "Local-gov",
      208875,
      "Masters",
      14,
      "Divorced",
      "Prof-specialty",
      "Not-in-family",
      "White",
      "Female",
      0,
      0,
      50,
      "United-States"
    ],
    [
      34,
      "Private",
      263150,
      "Some-college",
      10,
      "Married-civ-spouse",
      "Exec-managerial",
      "Wife",
      "White",
      "Female",
      0,
      0,
      45,
      "United-States"
    ],
    [
      35,
      "Private",
      399601,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Prof-specialty",
      "Husband",
      "White",
      "Male",
      0,
      0,
      50,
      "United-States"
    ],
    [
      43,
      "Local-gov",
      256253,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Prof-specialty",
      "Husband",
      "White",
      "Male",
      0,
      0,
      55,
      "United-States"
    ],
    [
      42,
      "Federal-gov",
      88909,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Exec-managerial",
      "Husband",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      18,
      "Private",
      150675,
      "10th",
      6,
      "Never-married",
      "Sales",
      "Own-child",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      49,
      "Self-emp-inc",
      83444,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Sales",
      "Husband",
      "White",
      "Male",
      0,
      0,
      85,
      "United-States"
    ],
    [
      26,
      "?",
      88513,
      "Bachelors",
      13,
      "Never-married",
      "?",
      "Not-in-family",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      47,
      "Self-emp-not-inc",
      185859,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Farming-fishing",
      "Husband",
      "White",
      "Male",
      3103,
      0,
      60,
      "United-States"
    ],
    [
      41,
      "?",
      188436,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "?",
      "Husband",
      "White",
      "Male",
      0,
      0,
      20,
      "Canada"
    ],
    [
      30,
      "Private",
      183017,
      "HS-grad",
      9,
      "Divorced",
      "Machine-op-inspct",
      "Own-child",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      26,
      "Local-gov",
      391074,
      "10th",
      6,
      "Never-married",
      "Handlers-cleaners",
      "Own-child",
      "Black",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      28,
      "Private",
      190525,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Exec-managerial",
      "Husband",
      "White",
      "Male",
      0,
      0,
      50,
      "United-States"
    ],
    [
      21,
      "Local-gov",
      402230,
      "Some-college",
      10,
      "Never-married",
      "Adm-clerical",
      "Unmarried",
      "White",
      "Male",
      0,
      0,
      36,
      "United-States"
    ],
    [
      64,
      "Private",
      186731,
      "HS-grad",
      9,
      "Widowed",
      "Adm-clerical",
      "Unmarried",
      "White",
      "Female",
      0,
      0,
      40,
      "United-States"
    ],
    [
      34,
      "Private",
      93213,
      "Masters",
      14,
      "Married-civ-spouse",
      "Other-service",
      "Husband",
      "White",
      "Male",
      0,
      0,
      30,
      "United-States"
    ],
    [
      31,
      "Private",
      323985,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Exec-managerial",
      "Wife",
      "White",
      "Female",
      0,
      0,
      40,
      "United-States"
    ],
    [
      44,
      "Private",
      98779,
      "Some-college",
      10,
      "Married-civ-spouse",
      "Craft-repair",
      "Husband",
      "White",
      "Male",
      5178,
      0,
      40,
      "United-States"
    ],
    [
      43,
      "Federal-gov",
      205675,
      "Some-college",
      10,
      "Married-civ-spouse",
      "Tech-support",
      "Husband",
      "White",
      "Male",
      0,
      0,
      75,
      "United-States"
    ],
    [
      29,
      "Private",
      197565,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Other-service",
      "Wife",
      "White",
      "Female",
      0,
      1902,
      35,
      "United-States"
    ]
  ],
  predicted_y: [
    1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1,
    0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1
  ],
  probability_y: [
    [0.7510962272030672, 0.24890377279693277],
    [0.7802282829948453, 0.21977171700515474],
    [0.780312141589862, 0.2196878584101381],
    [0.7013425216602426, 0.2986574783397574],
    [0.780312141589862, 0.2196878584101381],
    [0.6804143936790036, 0.3195856063209964],
    [0.780312141589862, 0.2196878584101381],
    [0.7067953367108348, 0.29320466328916517],
    [0.769711007366323, 0.23028899263367697],
    [0.769711007366323, 0.23028899263367697],
    [0.7729079584609388, 0.22709204153906115],
    [0.780312141589862, 0.2196878584101381],
    [0.7355988315726243, 0.2644011684273757],
    [0.780312141589862, 0.2196878584101381],
    [0.7510962272030672, 0.24890377279693277],
    [0.7802282829948453, 0.21977171700515474],
    [0.780312141589862, 0.2196878584101381],
    [0.6779519993905228, 0.32204800060947725],
    [0.7257604628145149, 0.27423953718548516],
    [0.7257604628145149, 0.27423953718548516],
    [0.7692638675777261, 0.2307361324222738],
    [0.780312141589862, 0.2196878584101381],
    [0.7729079584609388, 0.22709204153906115],
    [0.780312141589862, 0.2196878584101381],
    [0.7013425216602426, 0.2986574783397574],
    [0.780312141589862, 0.2196878584101381],
    [0.769711007366323, 0.23028899263367697],
    [0.780312141589862, 0.2196878584101381],
    [0.7549528655670701, 0.24504713443292986],
    [0.7575839691489974, 0.24241603085100258],
    [0.7575839691489974, 0.24241603085100258],
    [0.7067953367108348, 0.29320466328916517],
    [0.7013425216602426, 0.2986574783397574],
    [0.780312141589862, 0.2196878584101381],
    [0.7257604628145149, 0.27423953718548516],
    [0.7802282829948453, 0.21977171700515474],
    [0.7510962272030672, 0.24890377279693277],
    [0.767428653203549, 0.232571346796451],
    [0.780312141589862, 0.2196878584101381],
    [0.780312141589862, 0.2196878584101381],
    [0.7406302098400104, 0.25936979015998957],
    [0.780312141589862, 0.2196878584101381],
    [0.780312141589862, 0.2196878584101381],
    [0.754485107650303, 0.24551489234969706],
    [0.7575839691489974, 0.24241603085100258],
    [0.6779519993905228, 0.32204800060947725],
    [0.7355988315726243, 0.2644011684273757],
    [0.6804143936790036, 0.3195856063209964]
  ],
  tabular_dataset_metadata: {
    feature_ranges: [
      {
        column_name: "age",
        max_value: 74,
        min_value: 17,
        range_type: "integer"
      },
      {
        column_name: "workclass",
        range_type: "categorical",
        unique_values: [
          "Private",
          "Government",
          "Other/Unknown",
          "Self-Employed"
        ]
      },
      {
        column_name: "education",
        range_type: "categorical",
        unique_values: [
          "HS-grad",
          "Masters",
          "Some-college",
          "Assoc",
          "Bachelors",
          "School",
          "Doctorate"
        ]
      },
      {
        column_name: "marital_status",
        range_type: "categorical",
        unique_values: ["Married", "Divorced", "Single", "Widowed"]
      },
      {
        column_name: "occupation",
        range_type: "categorical",
        unique_values: [
          "Blue-Collar",
          "Sales",
          "White-Collar",
          "Service",
          "Other/Unknown",
          "Professional"
        ]
      },
      {
        column_name: "race",
        range_type: "categorical",
        unique_values: ["White", "Other"]
      },
      {
        column_name: "gender",
        range_type: "categorical",
        unique_values: ["Male", "Female"]
      },
      {
        column_name: "hours_per_week",
        max_value: 70,
        min_value: 10,
        range_type: "integer"
      }
    ],
    is_large_data_scenario: false,
    num_rows: 48,
    use_entire_test_data: false
  },
  target_column: "income",
  task_type: DatasetTaskType.Classification,
  true_y: [
    1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1,
    0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1
  ]
};

export const adultCensusWithFairnessModelExplanationData: Omit<
  IModelExplanationData,
  "predictedY" | "probabilityY"
> = {
  explanationMethod: "mimic.lightgbm",
  modelClass: "blackbox",
  precomputedExplanations: {
    localFeatureImportance: {
      intercept: [1.1482462674350296, -1.1482462674350296],
      scores: [
        [
          [
            -0.016337082699052582, 0.0013600155640929538, 0, 0,
            0.04397562158696334, -0.0979574274846593, 0.009992601170493472,
            0.0001890278884910332, 0, 0, 0.016528980971079837,
            0.007552819216557081, -0.009082268853043108, 0
          ],
          [
            0.03329248791001214, -9.43744404881177e-5, 0, 0,
            -0.04057676097881101, 0.1634864686959322, 0.00033860272146515663,
            0.0001547025624849605, 0, 0, 0.010774179612584934,
            -0.05358911559916577, 0.004961606021710794, 0
          ],
          [
            -0.007044549609308434, 0.00010624379977887594, 0, 0,
            0.02336100520353699, 0.08472179342951551, 0.0035559897144251066,
            0.00010696067933797127, 0, 0, 0.011484291676576316,
            0.0030426010172442514, -9.743668194069403e-5, 0
          ],
          [
            0.0034965583455156372, -0.0003491942074432045, 0, 0,
            -0.1474221691435935, -0.11413627438105525, -0.03712879965394945,
            0.0006061192520982747, 0, 0, 0.015736542408467242,
            0.008813343766161615, -0.024155541742256245, 0
          ],
          [
            0.02739997509300414, -0.0004008870084057915, 0, 0,
            0.012687480852225343, 0.06582110392545172, 0.002679467917310402,
            0.00010696067933797127, 0, 0, 0.011972369156829272,
            0.0033633009622392584, -0.004392872348825823, 0
          ],
          [
            -0.013215733705288656, -0.002090714800092609, 0, 0,
            -0.014576256756484017, -0.19241105062530842, -0.015048866500633829,
            0.0001295485056711523, 0, 0, 0.008327176013741387,
            -0.15635836874084016, -0.007314708054978006, 0
          ],
          [
            0.024255509029257803, 0.003976176236977731, 0, 0,
            0.01452174556960323, 0.06267663786170535, 0.002468480389936519,
            0.00010696067933797127, 0, 0, 0.012043648902409332,
            0.003420072970801615, -0.004232332410863226, 0
          ],
          [
            -0.014321870526250375, -0.0003785939570328677, 0, 0,
            -0.12700764996832622, -0.12542591063986627, -0.009014652992242606,
            0.0006061192520982747, 0, 0, 0.016680313901200495,
            0.00934212777129667, -0.01884872630993476, 0
          ],
          [
            -0.01733586911123211, 0.0019177449240640784, 0, 0,
            -0.06418691132437286, 0.0773006437023982, 0.004986815850554133,
            0.0021323412801912667, 0, 0, 0.013204864735592908,
            0.004237515180301997, 0.03617521388338911, 0
          ],
          [
            -0.019027560560971334, -0.00017567368640791038, 0, 0,
            -0.06980312953114563, 0.12165911600431276, -0.00018406981375673065,
            0.00023344981896099957, 0, 0, 0.011143991122750257,
            0.0029856510683433503, 0.011600584698801325, 0
          ],
          [
            -0.007646022592303166, -0.0003785939570328677, 0, 0,
            0.1255959379325049, -0.06829255203980343, 0.006592128721882614,
            0.0001890278884910332, 0, 0, 0.018969752714430355,
            0.0036288947489707306, -0.002102353739400528, 0
          ],
          [
            0.01819792848860674, -0.00025556085106012916, 0, 0,
            0.010134568737880613, 0.0584104842707646, 0.0018423219239330874,
            0.0005251240940185233, 0, 0, 0.012350376286769408,
            0.0036034695231541613, 0.01442818675509935, 0
          ],
          [
            -0.026594763328430023, -0.004560261291853744, 0, 0,
            -0.00033283194655273155, -0.11557442729615557, 0.012451208027308465,
            0.0001890278884910332, 0, 0, 0.015132189938320946,
            0.006437070303469008, -0.012172838343690474, 0
          ],
          [
            -0.005419868254018313, -0.00017567368640791038, 0, 0,
            0.04875497450286065, 0.058160321828154234, 0.0030314988945722545,
            0.00010696067933797127, 0, 0, 0.011930713090401019,
            0.0023046759246813514, 0.0005432962495850565, 0
          ],
          [
            -0.016416610585770087, 0.0013600155640929538, 0, 0,
            0.042451696410161645, -0.0994813526614607, 0.009795071386200982,
            0.0001890278884910332, 0, 0, 0.016543091615551807,
            0.007552819216557081, -0.00577147147290186, 0
          ],
          [
            0.019055553145043088, -0.00011813832003752864, 0, 0,
            -0.05455752160285676, 0.11182564781031056, 0.008052571990384791,
            0.00023344981896099957, 0, 0, 0.012215286864274763,
            0.0034713949475761183, 0.018569551852069488, 0
          ],
          [
            0.0015149589415767975, -1.0141493370641348e-5, 0, 0,
            0.029751534063941376, 0.07509074686177007, 0.0035770255067316733,
            0.00010696067933797127, 0, 0, 0.011589966937083284,
            0.003157364711563264, -0.005541516979467395, 0
          ],
          [
            -0.007282898383930765, 0.00022007976562795375, 0, 0,
            0.0216461051683321, -0.055162155650121614, 0.0044361962623493964,
            0.00012779841536286236, 0, 0, -0.3691253286956471,
            0.0033062237306793123, -0.0020256761520933025, 0
          ],
          [
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            -0.0025421011945556044, -0.0003525006349133913, 0
          ],
          [
            0.012558233815007407, 0.0003785939570328677, 0, 0,
            0.10520793430375429, 0.10958768708942489, -0.03543073304721568,
            -0.0006061192520982747, 0, 0, -0.021108019851193625,
            -0.01207400265591592, 0.016509960701063916, 0
          ],
          [
            -0.03865328599823786, 0.00011813832003752864, 0, 0,
            0.04475488984054226, -0.09869729983220835, -0.004392371362167545,
            -0.00023344981896099957, 0, 0, -0.013194682184443729,
            -0.003972990044129644, -0.004476745426157352, 0
          ],
          [
            0.015287147528508802, -0.007757808973952419, 0, 0,
            -0.03448724741748192, 0.09605279562726445, -0.0095856378570663,
            -0.0001890278884910332, 0, 0, -0.01666355275426653,
            -0.007660116639674915, 0.008781161014237381, 0
          ],
          [
            0.004328775149087218, -0.00020803718526880762, 0, 0,
            -0.031381209219916315, 0.07533937643563024, -0.004505195534945531,
            -0.001567900014268525, 0, 0, -0.019113865662191247,
            -0.009401863545074952, -0.059091092444238325, 0
          ],
          [
            -0.005171838744122125, 1.0141493370641348e-5, 0, 0,
            -0.017677390133682355, -0.07729862005765922, -0.0029968228354887317,
            -0.00010696067933797127, 0, 0, -0.01165580779107365,
            -0.003157364711563264, -0.0011822357696094495, 0
          ],
          [
            -0.016016637541777977, 0.0001181383200375277, 0, 0,
            -0.03430901086821627, -0.051604880315848964, -0.002086876430301232,
            -0.00010696067933797127, 0, 0, -0.01233606988425253,
            -0.0025421011945556044, -0.0003525006349133913, 0
          ],
          [
            -0.09153641406667935, 0.0003491942074432045, 0, 0,
            0.11718445745823093, 0.07795206404341698, 0.016764900257383794,
            -0.0006061192520982747, 0, 0, -0.025734627046187446,
            -0.014671691836273402, 0.01929520528616953, 0
          ],
          [
            -0.02531571467680977, 0.0004008870084057915, 0, 0,
            -0.009940840729774247, -0.06658165095269593, -0.002437106553799887,
            -0.00010696067933797127, 0, 0, -0.011993870794714687,
            -0.0033633009622392584, 0.00010165911179933754, 0
          ],
          [
            0.007044549609308434, -0.00010624379977887594, 0, 0,
            -0.02336100520353699, -0.08472179342951551, -0.0035559897144251066,
            -0.00010696067933797127, 0, 0, -0.011484291676576316,
            -0.0030426010172442514, 9.743668194069403e-5, 0
          ],
          [
            0.0046853918177806285, 0.000141515562358634, 0, 0,
            0.0788229603574708, 0.09145711860995104, -0.0103652004476934,
            -0.013653493532565255, 0, 0, -0.030102689205951254,
            -0.017471914041783835, -0.07794602306443281, 0
          ],
          [
            -0.03187994877041931, 0.000196531918249235, 0, 0,
            -0.04902622924027373, 0.09656971075072976, 0.01452939891389184,
            0.0006033355892932978, 0, 0, -0.016472335081478245,
            -0.007595869080502154, 0.0018423984661927113, 0
          ],
          [
            0.010394013968436384, 0.0013467355814531451, 0, 0,
            -0.006348913278465947, 0.19801314281093163, -0.005095359859892147,
            -0.00012779841536286236, 0, 0, 0.20620836420255118,
            -0.003101532631281271, 0.0025710031610720442, 0
          ],
          [
            0.02826850459864934, 0.014422024750615142, 0, 0,
            -0.015545366742711246, 0.11859763324840754, -0.012000782716348562,
            -0.0001890278884910332, 0, 0, -0.014916711540903455,
            -0.0062652417617618745, 0.012654594101637112, 0
          ],
          [
            -0.020024066009329336, -1.3461397351415374e-5, 0, 0,
            -0.0019600617684995612, 0.17786824620596256, -0.0036633122935025176,
            0.00041349043590929436, 0, 0, -0.009787453776754452,
            0.24943930418109256, 0.0002862890866850521, 0
          ]
        ]
      ]
    }
  }
};

export const adultCounterfactualData: ICounterfactualData = {
  cfs_list: [
    [
      [
        38,
        "Federal-gov",
        203836,
        "5th-6th",
        3,
        "Never-married",
        "Transport-moving",
        "Not-in-family",
        "White",
        "Male",
        96208.2,
        0,
        40,
        "United-States",
        1
      ],
      [
        38,
        "Self-emp-not-inc",
        203836,
        "5th-6th",
        3,
        "Never-married",
        "Transport-moving",
        "Not-in-family",
        "White",
        "Male",
        63543.8,
        0,
        40,
        "France",
        1
      ],
      [
        38,
        "Self-emp-not-inc",
        203836,
        "5th-6th",
        3,
        "Never-married",
        "Transport-moving",
        "Not-in-family",
        "White",
        "Male",
        21844.4,
        0,
        40,
        "United-States",
        1
      ],
      [
        38,
        "Self-emp-not-inc",
        1390338.8,
        "5th-6th",
        3,
        "Never-married",
        "Transport-moving",
        "Not-in-family",
        "White",
        "Male",
        61226.7,
        0,
        40,
        "United-States",
        1
      ],
      [
        38,
        "Self-emp-not-inc",
        203836,
        "5th-6th",
        3,
        "Never-married",
        "Transport-moving",
        "Not-in-family",
        "White",
        "Male",
        59128.9,
        0,
        40,
        "United-States",
        1
      ],
      [
        38,
        "Self-emp-not-inc",
        203836,
        "5th-6th",
        3,
        "Never-married",
        "Transport-moving",
        "Not-in-family",
        "White",
        "Male",
        22784.9,
        0,
        40,
        "United-States",
        1
      ],
      [
        38,
        "Self-emp-not-inc",
        203836,
        "5th-6th",
        3,
        "Never-married",
        "Transport-moving",
        "Not-in-family",
        "White",
        "Male",
        35625.9,
        2554.5,
        40,
        "United-States",
        1
      ],
      [
        38,
        "Self-emp-not-inc",
        203836,
        "5th-6th",
        3,
        "Never-married",
        "Exec-managerial",
        "Not-in-family",
        "White",
        "Male",
        0,
        4088.3,
        40,
        "United-States",
        1
      ],
      [
        38,
        "Self-emp-not-inc",
        203836,
        "5th-6th",
        3,
        "Never-married",
        "Transport-moving",
        "Not-in-family",
        "White",
        "Male",
        62985.5,
        0,
        40,
        "United-States",
        1
      ],
      [
        38,
        "Self-emp-not-inc",
        203836,
        "5th-6th",
        3,
        "Never-married",
        "Transport-moving",
        "Unmarried",
        "White",
        "Male",
        62879.4,
        0,
        40,
        "United-States",
        1
      ]
    ],
    [
      [
        41,
        "Federal-gov",
        139907,
        "Assoc-voc",
        11,
        "Separated",
        "Craft-repair",
        "Not-in-family",
        "White",
        "Male",
        0,
        2414.7,
        30,
        "United-States",
        1
      ],
      [
        41,
        "Private",
        139907,
        "Assoc-voc",
        11,
        "Separated",
        "Craft-repair",
        "Not-in-family",
        "White",
        "Male",
        0,
        2626.4,
        30,
        "United-States",
        1
      ],
      [
        41,
        "Private",
        139907,
        "Assoc-voc",
        11.000000000000002,
        "Separated",
        "Craft-repair",
        "Not-in-family",
        "White",
        "Male",
        56341,
        0,
        30,
        "United-States",
        1
      ],
      [
        41,
        "Private",
        139907,
        "Assoc-voc",
        11,
        "Separated",
        "Craft-repair",
        "Not-in-family",
        "White",
        "Male",
        52078.3,
        0,
        30,
        "United-States",
        1
      ],
      [
        41,
        "Private",
        139907,
        "Assoc-voc",
        14.7,
        "Separated",
        "Craft-repair",
        "Not-in-family",
        "White",
        "Male",
        92811.3,
        0,
        30,
        "United-States",
        1
      ],
      [
        41,
        "Private",
        139907,
        "Assoc-voc",
        11,
        "Separated",
        "Craft-repair",
        "Not-in-family",
        "White",
        "Male",
        61183.1,
        1696.6,
        30,
        "United-States",
        1
      ],
      [
        41,
        "Private",
        139907,
        "Assoc-voc",
        11,
        "Separated",
        "Craft-repair",
        "Not-in-family",
        "White",
        "Male",
        0,
        3308.7,
        30,
        "United-States",
        1
      ],
      [
        41,
        "Private",
        139907,
        "Assoc-voc",
        11,
        "Separated",
        "Craft-repair",
        "Not-in-family",
        "White",
        "Male",
        26696,
        1440.4,
        30,
        "United-States",
        1
      ],
      [
        41,
        "Private",
        139907,
        "Assoc-voc",
        11,
        "Separated",
        "Craft-repair",
        "Not-in-family",
        "White",
        "Male",
        56341,
        0,
        30,
        "United-States",
        1
      ],
      [
        41,
        "Private",
        139907,
        "Assoc-voc",
        11,
        "Separated",
        "Craft-repair",
        "Not-in-family",
        "White",
        "Male",
        19117.9,
        0,
        30,
        "United-States",
        1
      ]
    ],
    [
      [
        37,
        "Private",
        126708,
        "HS-grad",
        9,
        "Separated",
        "Adm-clerical",
        "Wife",
        "White",
        "Female",
        68052.8,
        0,
        60,
        "United-States",
        1
      ],
      [
        37,
        "Private",
        126708,
        "HS-grad",
        9,
        "Married-civ-spouse",
        "Adm-clerical",
        "Not-in-family",
        "White",
        "Female",
        83670.8,
        0,
        60,
        "United-States",
        1
      ],
      [
        37,
        "Private",
        126708,
        "HS-grad",
        9,
        "Married-civ-spouse",
        "Adm-clerical",
        "Unmarried",
        "White",
        "Female",
        47555.4,
        0,
        60,
        "United-States",
        1
      ],
      [
        37,
        "Private",
        126708,
        "HS-grad",
        9,
        "Married-civ-spouse",
        "Adm-clerical",
        "Wife",
        "White",
        "Female",
        0,
        0,
        48.1,
        "United-States",
        1
      ],
      [
        37,
        "Private",
        126708,
        "HS-grad",
        9,
        "Married-civ-spouse",
        "Protective-serv",
        "Wife",
        "White",
        "Female",
        63305.7,
        0,
        60,
        "United-States",
        1
      ],
      [
        37,
        "Private",
        126708,
        "HS-grad",
        15.7,
        "Married-civ-spouse",
        "Adm-clerical",
        "Wife",
        "White",
        "Female",
        0,
        0,
        60,
        "United-States",
        1
      ],
      [
        37,
        "Private",
        126708,
        "HS-grad",
        9,
        "Married-civ-spouse",
        "Other-service",
        "Wife",
        "White",
        "Female",
        0,
        3414.5,
        60,
        "United-States",
        1
      ],
      [
        37,
        "Private",
        126708,
        "HS-grad",
        9,
        "Married-civ-spouse",
        "Adm-clerical",
        "Wife",
        "White",
        "Female",
        63429.4,
        0,
        13.9,
        "United-States",
        1
      ],
      [
        36.999999999999986,
        "Private",
        126708,
        "HS-grad",
        9,
        "Married-civ-spouse",
        "Adm-clerical",
        "Wife",
        "White",
        "Female",
        0,
        0,
        22.6,
        "United-States",
        1
      ],
      [
        37,
        "Private",
        126708,
        "HS-grad",
        11.1,
        "Married-civ-spouse",
        "Adm-clerical",
        "Wife",
        "White",
        "Female",
        89278,
        0,
        60,
        "United-States",
        1
      ]
    ],
    [
      [
        25,
        "State-gov",
        77661,
        "Assoc-acdm",
        13,
        "Never-married",
        "Armed-Forces",
        "Not-in-family",
        "White",
        "Female",
        0,
        2444,
        40,
        "United-States",
        0
      ],
      [
        25,
        "State-gov",
        77661,
        "Bachelors",
        13,
        "Never-married",
        "Handlers-cleaners",
        "Not-in-family",
        "White",
        "Female",
        0,
        2444,
        67,
        "United-States",
        0
      ],
      [
        25,
        "State-gov",
        77661,
        "Preschool",
        1.9,
        "Never-married",
        "Exec-managerial",
        "Not-in-family",
        "White",
        "Female",
        0,
        2444,
        40,
        "United-States",
        0
      ],
      [
        25,
        "State-gov",
        77661,
        "Bachelors",
        13,
        "Never-married",
        "Exec-managerial",
        "Not-in-family",
        "White",
        "Male",
        0,
        2444,
        60.5,
        "United-States",
        0
      ],
      [
        25,
        "State-gov",
        77661,
        "Bachelors",
        15.3,
        "Never-married",
        "Exec-managerial",
        "Not-in-family",
        "White",
        "Female",
        0,
        2444,
        82.6,
        "United-States",
        0
      ],
      [
        25,
        "State-gov",
        348013.1,
        "1st-4th",
        13,
        "Never-married",
        "Exec-managerial",
        "Not-in-family",
        "White",
        "Female",
        0,
        2444,
        40,
        "United-States",
        0
      ],
      [
        25,
        "State-gov",
        77661,
        "Bachelors",
        13,
        "Never-married",
        "Exec-managerial",
        "Not-in-family",
        "White",
        "Female",
        0,
        243.7,
        88,
        "United-States",
        0
      ],
      [
        80.3,
        "State-gov",
        880257.4,
        "Bachelors",
        13,
        "Never-married",
        "Exec-managerial",
        "Not-in-family",
        "White",
        "Female",
        0,
        2444,
        40,
        "United-States",
        0
      ],
      [
        25,
        "State-gov",
        77661,
        "Bachelors",
        13,
        "Married-civ-spouse",
        "Exec-managerial",
        "Not-in-family",
        "Amer-Indian-Eskimo",
        "Female",
        0,
        2444,
        40,
        "United-States",
        0
      ],
      [
        25,
        "State-gov",
        77661,
        "Bachelors",
        13,
        "Never-married",
        "Exec-managerial",
        "Other-relative",
        "White",
        "Female",
        0,
        2444,
        47.1,
        "United-States",
        0
      ]
    ],
    [
      [
        33,
        "Private",
        252168,
        "Some-college",
        10,
        "Never-married",
        "Transport-moving",
        "Not-in-family",
        "Black",
        "Male",
        93000.8,
        0,
        40,
        "United-States",
        1
      ],
      [
        33,
        "Private",
        252168,
        "Some-college",
        8.6,
        "Never-married",
        "Other-service",
        "Not-in-family",
        "Black",
        "Male",
        46047.1,
        0,
        40,
        "United-States",
        1
      ],
      [
        33,
        "Private",
        252168,
        "Some-college",
        10,
        "Never-married",
        "Other-service",
        "Not-in-family",
        "Black",
        "Male",
        47633,
        0,
        40,
        "Greece",
        1
      ],
      [
        33,
        "Private",
        252168,
        "Some-college",
        10,
        "Never-married",
        "Other-service",
        "Not-in-family",
        "Black",
        "Male",
        78850.5,
        0,
        40,
        "United-States",
        1
      ],
      [
        33,
        "Private",
        252168,
        "Some-college",
        10,
        "Never-married",
        "Other-service",
        "Not-in-family",
        "Black",
        "Male",
        67562.7,
        0,
        40,
        "United-States",
        1
      ],
      [
        33,
        "Private",
        252168,
        "Some-college",
        10,
        "Never-married",
        "Transport-moving",
        "Not-in-family",
        "Black",
        "Male",
        48138.6,
        0,
        40,
        "United-States",
        1
      ],
      [
        33,
        "Private",
        252168,
        "Some-college",
        10,
        "Never-married",
        "Other-service",
        "Not-in-family",
        "Black",
        "Male",
        41293.2,
        0,
        40,
        "Poland",
        1
      ],
      [
        33,
        "Without-pay",
        252168,
        "Some-college",
        10,
        "Never-married",
        "Other-service",
        "Not-in-family",
        "Black",
        "Male",
        87860.2,
        0,
        40,
        "United-States",
        1
      ],
      [
        33,
        "Private",
        252168,
        "Some-college",
        10,
        "Never-married",
        "Other-service",
        "Not-in-family",
        "Black",
        "Male",
        37708.9,
        1215.2,
        40,
        "United-States",
        1
      ],
      [
        33,
        "Private",
        252168,
        "Some-college",
        10,
        "Never-married",
        "Other-service",
        "Not-in-family",
        "White",
        "Male",
        31705.1,
        0,
        40,
        "United-States",
        1
      ]
    ],
    [
      [
        49,
        "Private",
        115613,
        "9th",
        5,
        "Married-civ-spouse",
        "Other-service",
        "Husband",
        "White",
        "Male",
        62464.6,
        3673.5,
        40,
        "United-States",
        1
      ],
      [
        49,
        "Private",
        115613,
        "9th",
        5,
        "Married-civ-spouse",
        "Other-service",
        "Husband",
        "White",
        "Male",
        90049.4,
        0,
        40,
        "United-States",
        1
      ],
      [
        49,
        "Private",
        115613,
        "9th",
        5,
        "Married-civ-spouse",
        "Other-service",
        "Husband",
        "White",
        "Male",
        70924.9,
        0,
        40,
        "United-States",
        1
      ],
      [
        49,
        "Private",
        115613,
        "9th",
        5,
        "Married-civ-spouse",
        "Other-service",
        "Husband",
        "White",
        "Male",
        30954.2,
        0,
        40,
        "United-States",
        1
      ],
      [
        49,
        "Private",
        115613,
        "9th",
        5,
        "Married-civ-spouse",
        "Other-service",
        "Other-relative",
        "White",
        "Male",
        76260,
        0,
        40,
        "United-States",
        1
      ],
      [
        49,
        "Private",
        115613,
        "9th",
        5,
        "Married-civ-spouse",
        "Other-service",
        "Wife",
        "White",
        "Male",
        81667.6,
        0,
        40,
        "United-States",
        1
      ],
      [
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    [0, 0.1, 0.3, 0, 0.2, 0, 0, 0, 0.2, 0, 0.3, 0.3, 0.2, 0],
    [0, 0, 0, 0.1, 0, 0.2, 0.1, 0, 0, 0, 0.6, 0.4, 0, 0.1],
    [0, 0.2, 0, 0, 0, 0.1, 0.2, 0, 0.1, 0, 0.6, 0.4, 0.1, 0],
    [0, 0.1, 0, 0, 0, 0.1, 0.2, 0.2, 0, 0, 1, 0.1, 0, 0.1],
    [0.1, 0.1, 0, 0, 0, 0, 0.2, 0.1, 0.1, 0.1, 1, 0.1, 0, 0],
    [0, 0, 0.1, 0, 0, 0, 0, 0.1, 0, 0.2, 0.6, 0.4, 0.1, 0],
    [0, 0, 0.1, 0, 0.1, 0.2, 0.2, 0.1, 0, 0, 1, 0, 0.2, 0],
    [0.7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0.3, 0],
    [0, 0, 0.1, 0, 0.1, 0, 0, 0, 0, 0.1, 0.9, 0.1, 0, 0],
    [0.2, 0, 0, 0.1, 0.2, 0.1, 0.1, 0.1, 0, 0.1, 0.7, 0.1, 0, 0],
    [0, 0, 0.2, 0.1, 0.1, 0, 0.1, 0, 0.1, 0, 1, 0, 0.1, 0],
    [0, 0, 0.1, 0, 0, 0.1, 0, 0, 0.1, 0, 1, 0.1, 0.1, 0],
    [0.1, 0, 0, 0, 0.1, 0.5, 0, 0.1, 0, 0.2, 1, 0, 0, 0],
    [0, 0.2, 0, 0, 0.2, 0, 0, 0, 0, 0, 0.8, 0.3, 0.1, 0.1],
    [0.1, 0.2, 0.1, 0.1, 0.2, 0, 0.2, 0, 0.1, 0.1, 0.4, 0.2, 0, 0],
    [0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 1, 0.1, 0.3, 0.1],
    [0.4, 0.1, 0.1, 0, 0.1, 0, 0, 0.1, 0.2, 0, 0.6, 0, 0, 0],
    [0.1, 0, 0, 0.1, 0.5, 0.4, 0.3, 0.1, 0.1, 0, 0, 0, 0.3, 0],
    [0.1, 0.1, 0, 0.1, 0.1, 0.6, 0.1, 0.2, 0.1, 0, 0.4, 0, 0, 0],
    [0.1, 0.3, 0.1, 0.2, 0.2, 0.1, 0.2, 0.1, 0, 0.1, 0, 0.1, 0, 0.3],
    [0.1, 0, 0, 0.1, 0, 0, 0.1, 0, 0.1, 0, 1, 0.1, 0, 0],
    [0, 0, 0, 0, 0, 0.1, 0, 0, 0, 0, 1, 0, 0.1, 0],
    [0, 0, 0.2, 0, 0.1, 0.1, 0, 0, 0.1, 0, 0.8, 0.2, 0, 0],
    [0.1, 0, 0.1, 0, 0.1, 0.2, 0, 0, 0, 0, 1, 0.1, 0, 0],
    [0, 0, 0, 0, 0.2, 0.1, 0, 0.1, 0.1, 0.1, 0.8, 0.3, 0.1, 0],
    [0, 0.1, 0, 0, 0, 0.1, 0, 0, 0, 0, 1, 0.1, 0, 0.1],
    [0, 0.1, 0, 0.1, 0, 0.1, 0.1, 0.1, 0, 0, 1, 0, 0, 0],
    [0.2, 0.1, 0.5, 0, 0, 0.1, 0, 0, 0, 0.1, 0.3, 0.2, 0.1, 0.1],
    [0, 0, 0.1, 0, 0, 0, 0, 0.1, 0.1, 0.1, 0.9, 0.2, 0, 0.2],
    [0.1, 0, 0, 0, 0.2, 0, 0.3, 0.3, 0, 0, 0, 0, 0.3, 0.1],
    [0.4, 0.3, 0.3, 0.1, 0.1, 0.7, 0, 0.4, 0.4, 0, 1, 0, 0.5, 0.2]
  ],
  summary_importance: [
    0.07959183673469387, 0.053061224489795916, 0.07755102040816327,
    0.036734693877551024, 0.09183673469387756, 0.12653061224489795,
    0.08571428571428572, 0.08571428571428572, 0.04693877551020408,
    0.04693877551020408, 0.7183673469387755, 0.12857142857142856,
    0.09183673469387756, 0.04897959183673469
  ],
  test_data: [
    [
      50,
      "Private",
      39590,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Farming-fishing",
      "Husband",
      "White",
      "Male",
      0,
      0,
      48,
      "United-States"
    ],
    [
      24,
      "Local-gov",
      174413,
      "Bachelors",
      13,
      "Never-married",
      "Prof-specialty",
      "Not-in-family",
      "White",
      "Female",
      0,
      1974,
      40,
      "United-States"
    ],
    [
      40,
      "Private",
      132222,
      "HS-grad",
      9,
      "Never-married",
      "Other-service",
      "Not-in-family",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      33,
      "Private",
      202046,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Exec-managerial",
      "Husband",
      "White",
      "Male",
      0,
      0,
      45,
      "United-States"
    ],
    [
      24,
      "Private",
      160261,
      "Some-college",
      10,
      "Never-married",
      "Sales",
      "Not-in-family",
      "Asian-Pac-Islander",
      "Male",
      0,
      0,
      64,
      "?"
    ],
    [
      44,
      "Private",
      201495,
      "Assoc-acdm",
      12,
      "Married-civ-spouse",
      "Exec-managerial",
      "Husband",
      "White",
      "Male",
      0,
      1977,
      50,
      "United-States"
    ],
    [
      26,
      "Self-emp-not-inc",
      33016,
      "Assoc-voc",
      11,
      "Divorced",
      "Other-service",
      "Unmarried",
      "White",
      "Female",
      0,
      0,
      55,
      "United-States"
    ],
    [
      49,
      "Private",
      390746,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Prof-specialty",
      "Husband",
      "White",
      "Male",
      0,
      1672,
      45,
      "Ireland"
    ],
    [
      40,
      "Self-emp-not-inc",
      211518,
      "Bachelors",
      13,
      "Divorced",
      "Other-service",
      "Unmarried",
      "White",
      "Female",
      0,
      0,
      20,
      "United-States"
    ],
    [
      36,
      "State-gov",
      173273,
      "Masters",
      14,
      "Never-married",
      "Prof-specialty",
      "Not-in-family",
      "Black",
      "Female",
      0,
      0,
      40,
      "United-States"
    ],
    [
      36,
      "Private",
      224541,
      "7th-8th",
      4,
      "Married-civ-spouse",
      "Handlers-cleaners",
      "Husband",
      "White",
      "Male",
      0,
      0,
      40,
      "El-Salvador"
    ],
    [
      22,
      "Private",
      202153,
      "Some-college",
      10,
      "Never-married",
      "Adm-clerical",
      "Own-child",
      "White",
      "Female",
      0,
      0,
      30,
      "United-States"
    ],
    [
      51,
      "Private",
      27539,
      "Some-college",
      10,
      "Married-civ-spouse",
      "Transport-moving",
      "Husband",
      "White",
      "Male",
      0,
      0,
      60,
      "United-States"
    ],
    [
      60,
      "Private",
      137490,
      "5th-6th",
      3,
      "Separated",
      "Handlers-cleaners",
      "Not-in-family",
      "Black",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      40,
      "Private",
      77975,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Craft-repair",
      "Husband",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      29,
      "Private",
      485944,
      "Bachelors",
      13,
      "Never-married",
      "Sales",
      "Own-child",
      "Black",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      34,
      "Private",
      205072,
      "HS-grad",
      9,
      "Never-married",
      "Sales",
      "Not-in-family",
      "White",
      "Male",
      0,
      0,
      50,
      "United-States"
    ],
    [
      41,
      "Private",
      244522,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Craft-repair",
      "Husband",
      "White",
      "Male",
      7688,
      0,
      42,
      "United-States"
    ],
    [
      35,
      "?",
      111377,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "?",
      "Husband",
      "White",
      "Male",
      0,
      0,
      50,
      "United-States"
    ],
    [
      35,
      "Private",
      250988,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Sales",
      "Husband",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      28,
      "Private",
      110408,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Sales",
      "Husband",
      "White",
      "Male",
      0,
      0,
      45,
      "United-States"
    ],
    [
      31,
      "Private",
      463601,
      "HS-grad",
      9,
      "Never-married",
      "Handlers-cleaners",
      "Other-relative",
      "Black",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      45,
      "Self-emp-not-inc",
      165267,
      "9th",
      5,
      "Married-civ-spouse",
      "Transport-moving",
      "Husband",
      "Black",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      49,
      "Private",
      149218,
      "HS-grad",
      9,
      "Divorced",
      "Craft-repair",
      "Unmarried",
      "White",
      "Male",
      0,
      0,
      50,
      "United-States"
    ],
    [
      44,
      "Private",
      96129,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Exec-managerial",
      "Husband",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      38,
      "Private",
      127493,
      "Assoc-acdm",
      12,
      "Widowed",
      "Sales",
      "Unmarried",
      "White",
      "Female",
      0,
      0,
      35,
      "United-States"
    ],
    [
      35,
      "Private",
      114765,
      "Masters",
      14,
      "Never-married",
      "Prof-specialty",
      "Not-in-family",
      "White",
      "Female",
      0,
      0,
      38,
      "United-States"
    ],
    [
      29,
      "Private",
      180271,
      "HS-grad",
      9,
      "Never-married",
      "Tech-support",
      "Own-child",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      40,
      "Local-gov",
      208875,
      "Masters",
      14,
      "Divorced",
      "Prof-specialty",
      "Not-in-family",
      "White",
      "Female",
      0,
      0,
      50,
      "United-States"
    ],
    [
      34,
      "Private",
      263150,
      "Some-college",
      10,
      "Married-civ-spouse",
      "Exec-managerial",
      "Wife",
      "White",
      "Female",
      0,
      0,
      45,
      "United-States"
    ],
    [
      35,
      "Private",
      399601,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Prof-specialty",
      "Husband",
      "White",
      "Male",
      0,
      0,
      50,
      "United-States"
    ],
    [
      43,
      "Local-gov",
      256253,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Prof-specialty",
      "Husband",
      "White",
      "Male",
      0,
      0,
      55,
      "United-States"
    ],
    [
      42,
      "Federal-gov",
      88909,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Exec-managerial",
      "Husband",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      18,
      "Private",
      150675,
      "10th",
      6,
      "Never-married",
      "Sales",
      "Own-child",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      49,
      "Self-emp-inc",
      83444,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Sales",
      "Husband",
      "White",
      "Male",
      0,
      0,
      85,
      "United-States"
    ],
    [
      26,
      "?",
      88513,
      "Bachelors",
      13,
      "Never-married",
      "?",
      "Not-in-family",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      47,
      "Self-emp-not-inc",
      185859,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Farming-fishing",
      "Husband",
      "White",
      "Male",
      3103,
      0,
      60,
      "United-States"
    ],
    [
      41,
      "?",
      188436,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "?",
      "Husband",
      "White",
      "Male",
      0,
      0,
      20,
      "Canada"
    ],
    [
      30,
      "Private",
      183017,
      "HS-grad",
      9,
      "Divorced",
      "Machine-op-inspct",
      "Own-child",
      "White",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      26,
      "Local-gov",
      391074,
      "10th",
      6,
      "Never-married",
      "Handlers-cleaners",
      "Own-child",
      "Black",
      "Male",
      0,
      0,
      40,
      "United-States"
    ],
    [
      28,
      "Private",
      190525,
      "Bachelors",
      13,
      "Married-civ-spouse",
      "Exec-managerial",
      "Husband",
      "White",
      "Male",
      0,
      0,
      50,
      "United-States"
    ],
    [
      21,
      "Local-gov",
      402230,
      "Some-college",
      10,
      "Never-married",
      "Adm-clerical",
      "Unmarried",
      "White",
      "Male",
      0,
      0,
      36,
      "United-States"
    ],
    [
      64,
      "Private",
      186731,
      "HS-grad",
      9,
      "Widowed",
      "Adm-clerical",
      "Unmarried",
      "White",
      "Female",
      0,
      0,
      40,
      "United-States"
    ],
    [
      34,
      "Private",
      93213,
      "Masters",
      14,
      "Married-civ-spouse",
      "Other-service",
      "Husband",
      "White",
      "Male",
      0,
      0,
      30,
      "United-States"
    ],
    [
      31,
      "Private",
      323985,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Exec-managerial",
      "Wife",
      "White",
      "Female",
      0,
      0,
      40,
      "United-States"
    ],
    [
      44,
      "Private",
      98779,
      "Some-college",
      10,
      "Married-civ-spouse",
      "Craft-repair",
      "Husband",
      "White",
      "Male",
      5178,
      0,
      40,
      "United-States"
    ],
    [
      43,
      "Federal-gov",
      205675,
      "Some-college",
      10,
      "Married-civ-spouse",
      "Tech-support",
      "Husband",
      "White",
      "Male",
      0,
      0,
      75,
      "United-States"
    ],
    [
      29,
      "Private",
      197565,
      "HS-grad",
      9,
      "Married-civ-spouse",
      "Other-service",
      "Wife",
      "White",
      "Female",
      0,
      1902,
      35,
      "United-States"
    ]
  ]
};

export const adultCensusCausalAnalysisData: ICausalAnalysisData = {
  config: {
    treatment_features: ["education-num", "fnlwgt", "capital-gain"]
  },
  global_effects: [
    {
      ci_lower: -0.2419328967749073,
      ci_upper: -0.1428698896693828,
      feature: "education-num",
      feature_value: "Yes",
      p_value: 2.6711762067333496e-14,
      point: -0.19240139322214506,
      stderr: 0.025271639654330606,
      zstat: -7.613332409524711
    },
    {
      ci_lower: 0.024554703670239472,
      ci_upper: 0.07637320978494788,
      feature: "fnlwgt",
      p_value: 0.0001348326275600237,
      point: 0.05046395672759368,
      stderr: 0.013219249568728346,
      zstat: 3.8174600203457816
    },
    {
      ci_lower: 0.0000018156074109169128,
      ci_upper: 0.0000162287897705993,
      feature: "capital-gain",
      p_value: 0.014137461979327226,
      point: 0.000009022198590758107,
      stderr: 0.0000036768997985094956,
      zstat: 2.4537515529836944
    }
  ],
  id: "abc",
  local_effects: [
    [
      {
        ci_lower: -0.6205969134844145,
        ci_upper: 0.08391259687531821,
        feature: "education-num",
        feature_value: "Yes",
        p_value: 0.13541889529026166,
        point: -0.2683421583045481,
        stderr: 0.17972511635846725,
        zstat: -1.4930698821712345
      },
      {
        ci_lower: 0.013814157021996676,
        ci_upper: 0.4224305766318246,
        feature: "fnlwgt",
        p_value: 0.036395100224307066,
        point: 0.21812236682691066,
        stderr: 0.10424079800265262,
        zstat: 2.0924855815221224
      },
      {
        ci_lower: 0.000013135089088685406,
        ci_upper: 0.00016718524433278489,
        feature: "capital-gain",
        p_value: 0.021779202266668587,
        point: 0.00009016016671073516,
        stderr: 0.000039299231123435804,
        zstat: 2.2941967090284576
      }
    ],
    [
      {
        ci_lower: -0.5852475174832195,
        ci_upper: 0.018440074107750837,
        feature: "education-num",
        feature_value: "Yes",
        p_value: 0.06573492498091793,
        point: -0.2834037216877343,
        stderr: 0.1540047665040738,
        zstat: -1.8402269496005346
      },
      {
        ci_lower: -0.04502125543631039,
        ci_upper: 0.291109171393397,
        feature: "fnlwgt",
        p_value: 0.15130719936772685,
        point: 0.12304395797854331,
        stderr: 0.08574913352517222,
        zstat: 1.4349294613271277
      },
      {
        ci_lower: 0.000026488867786397727,
        ci_upper: 0.00012910783721632458,
        feature: "capital-gain",
        p_value: 0.002960511625147853,
        point: 0.00007779835250136117,
        stderr: 0.00002617878956944418,
        zstat: 2.9718086199129394
      }
    ],
    [
      {
        ci_lower: -0.6205969134844145,
        ci_upper: 0.08391259687531821,
        feature: "education-num",
        feature_value: "Yes",
        p_value: 0.13541889529026166,
        point: -0.2683421583045481,
        stderr: 0.17972511635846725,
        zstat: -1.4930698821712345
      },
      {
        ci_lower: 0.013814157021996676,
        ci_upper: 0.4224305766318246,
        feature: "fnlwgt",
        p_value: 0.036395100224307066,
        point: 0.21812236682691066,
        stderr: 0.10424079800265262,
        zstat: 2.0924855815221224
      },
      {
        ci_lower: 0.000013135089088685406,
        ci_upper: 0.00016718524433278489,
        feature: "capital-gain",
        p_value: 0.021779202266668587,
        point: 0.00009016016671073516,
        stderr: 0.000039299231123435804,
        zstat: 2.2941967090284576
      }
    ],
    [
      {
        ci_lower: -0.5852475174832195,
        ci_upper: 0.018440074107750837,
        feature: "education-num",
        feature_value: "Yes",
        p_value: 0.06573492498091793,
        point: -0.2834037216877343,
        stderr: 0.1540047665040738,
        zstat: -1.8402269496005346
      },
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        ci_lower: 0.000026488867786397727,
        ci_upper: 0.00012910783721632458,
        feature: "capital-gain",
        p_value: 0.002960511625147853,
        point: 0.00007779835250136117,
        stderr: 0.00002617878956944418,
        zstat: 2.9718086199129394
      }
    ]
  ],
  policies: [
    {
      control_treatment: "Private",
      local_policies: [
        {
          age: 50,
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          "capital-loss": 0,
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          "Effect of treatment lower bound": 0.2301668701930891,
          "Effect of treatment upper bound": 0.8765928668122603,
          fnlwgt: 39590,
          gender: "Male",
          index: 0,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Farming-fishing",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
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        },
        {
          age: 24,
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          "Effect of treatment lower bound": 0.021470956877578513,
          "Effect of treatment upper bound": 0.21506774654188593,
          fnlwgt: 174413,
          gender: "Female",
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          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Prof-specialty",
          race: "White",
          relationship: "Not-in-family",
          Treatment: "increase",
          workclass: "Local-gov"
        },
        {
          age: 40,
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          "Effect of treatment lower bound": 0.036374265858969954,
          "Effect of treatment upper bound": 0.4153051284860798,
          fnlwgt: 132222,
          gender: "Male",
          index: 2,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Other-service",
          race: "White",
          relationship: "Not-in-family",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 33,
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          "Effect of treatment upper bound": 0.9344177559183527,
          fnlwgt: 202046,
          gender: "Male",
          index: 3,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Exec-managerial",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Private"
        },
        {
          age: 24,
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          "Effect of treatment upper bound": 0.7085271017126448,
          fnlwgt: 160261,
          gender: "Male",
          index: 4,
          "marital-status": "Never-married",
          "native-country": "?",
          occupation: "Sales",
          race: "Asian-Pac-Islander",
          relationship: "Not-in-family",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 44,
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          "Effect of treatment upper bound": 0.9407090343765787,
          fnlwgt: 201495,
          gender: "Male",
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          "marital-status": "Married-civ-spouse",
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          occupation: "Exec-managerial",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Private"
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        {
          age: 26,
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          "Effect of treatment lower bound": 0.018848473253060088,
          "Effect of treatment upper bound": 0.6641023022416209,
          fnlwgt: 33016,
          gender: "Female",
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          "marital-status": "Divorced",
          "native-country": "United-States",
          occupation: "Other-service",
          race: "White",
          relationship: "Unmarried",
          Treatment: "increase",
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        },
        {
          age: 49,
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          "Effect of treatment upper bound": 0.8891262296041657,
          fnlwgt: 390746,
          gender: "Male",
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          "marital-status": "Married-civ-spouse",
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          occupation: "Prof-specialty",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
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        {
          age: 40,
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          "Effect of treatment lower bound": 0.11236412157399776,
          "Effect of treatment upper bound": 0.6682951838473864,
          fnlwgt: 211518,
          gender: "Female",
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          "marital-status": "Divorced",
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          occupation: "Other-service",
          race: "White",
          relationship: "Unmarried",
          Treatment: "decrease",
          workclass: "Self-emp-not-inc"
        },
        {
          age: 36,
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          "Effect of treatment lower bound": 0.03960788210573573,
          "Effect of treatment upper bound": 0.7093492014001708,
          fnlwgt: 173273,
          gender: "Female",
          index: 9,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Prof-specialty",
          race: "Black",
          relationship: "Not-in-family",
          Treatment: "decrease",
          workclass: "State-gov"
        },
        {
          age: 36,
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          education: "7th-8th",
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          "Effect of treatment upper bound": 0.2738555550419498,
          fnlwgt: 224541,
          gender: "Male",
          index: 10,
          "marital-status": "Married-civ-spouse",
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          occupation: "Handlers-cleaners",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
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        {
          age: 22,
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          "Effect of treatment upper bound": 0.7141631201939049,
          fnlwgt: 202153,
          gender: "Female",
          index: 11,
          "marital-status": "Never-married",
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          occupation: "Adm-clerical",
          race: "White",
          relationship: "Own-child",
          Treatment: "increase",
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        },
        {
          age: 51,
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          "Effect of treatment lower bound": 0.1174079003029989,
          "Effect of treatment upper bound": 0.4047584668397279,
          fnlwgt: 27539,
          gender: "Male",
          index: 12,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Transport-moving",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
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        {
          age: 60,
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          education: "5th-6th",
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          "Effect of treatment lower bound": 0.027648567250549955,
          "Effect of treatment upper bound": 0.17050675228491402,
          fnlwgt: 137490,
          gender: "Male",
          index: 13,
          "marital-status": "Separated",
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          occupation: "Handlers-cleaners",
          race: "Black",
          relationship: "Not-in-family",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 40,
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          "Effect of treatment lower bound": 0.09144940500715958,
          "Effect of treatment upper bound": 0.6334375350943157,
          fnlwgt: 77975,
          gender: "Male",
          index: 14,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Craft-repair",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 29,
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          "Effect of treatment upper bound": 0.7895287376345043,
          fnlwgt: 485944,
          gender: "Male",
          index: 15,
          "marital-status": "Never-married",
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          occupation: "Sales",
          race: "Black",
          relationship: "Own-child",
          Treatment: "increase",
          workclass: "Private"
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        {
          age: 34,
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          "Effect of treatment lower bound": 0.0064709382223266205,
          "Effect of treatment upper bound": 0.6199295057471577,
          fnlwgt: 205072,
          gender: "Male",
          index: 16,
          "marital-status": "Never-married",
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          occupation: "Sales",
          race: "White",
          relationship: "Not-in-family",
          Treatment: "increase",
          workclass: "Private"
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        {
          age: 41,
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          "Effect of treatment lower bound": 0.10519504458843298,
          "Effect of treatment upper bound": 0.5572890762329819,
          fnlwgt: 244522,
          gender: "Male",
          index: 17,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Craft-repair",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 35,
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          "Effect of treatment lower bound": 0.004235973008454353,
          "Effect of treatment upper bound": 0.24668203081944592,
          fnlwgt: 111377,
          gender: "Male",
          index: 18,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "?",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "?"
        },
        {
          age: 35,
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          "capital-loss": 0,
          "Current treatment": 40,
          education: "Bachelors",
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          "Effect of treatment": 0.9766404497946983,
          "Effect of treatment lower bound": 0.058023171339045825,
          "Effect of treatment upper bound": 0.9805736908467155,
          fnlwgt: 250988,
          gender: "Male",
          index: 19,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Sales",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Private"
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        {
          age: 28,
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          "capital-loss": 0,
          "Current treatment": 45,
          education: "HS-grad",
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          "Effect of treatment": 0.5989581596316804,
          "Effect of treatment lower bound": 0.020374668636679166,
          "Effect of treatment upper bound": 0.6559414457203138,
          fnlwgt: 110408,
          gender: "Male",
          index: 20,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Sales",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 31,
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          "capital-loss": 0,
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          education: "HS-grad",
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          "Effect of treatment": 0.8045756495426217,
          "Effect of treatment lower bound": 0.22515440808973777,
          "Effect of treatment upper bound": 0.8238828089601294,
          fnlwgt: 463601,
          gender: "Male",
          index: 21,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Handlers-cleaners",
          race: "Black",
          relationship: "Other-relative",
          Treatment: "increase",
          workclass: "Private"
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        {
          age: 45,
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          education: "9th",
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          "Effect of treatment lower bound": 0.01085032919862869,
          "Effect of treatment upper bound": 0.1281476645818844,
          fnlwgt: 165267,
          gender: "Male",
          index: 22,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Transport-moving",
          race: "Black",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Self-emp-not-inc"
        },
        {
          age: 49,
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          "capital-loss": 0,
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          education: "HS-grad",
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          "Effect of treatment": 0.7479066828444525,
          "Effect of treatment lower bound": 0.02514229525784438,
          "Effect of treatment upper bound": 0.7846075211309761,
          fnlwgt: 149218,
          gender: "Male",
          index: 23,
          "marital-status": "Divorced",
          "native-country": "United-States",
          occupation: "Craft-repair",
          race: "White",
          relationship: "Unmarried",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 44,
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          "capital-loss": 0,
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          education: "Bachelors",
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          "Effect of treatment": 0.6395382683962103,
          "Effect of treatment lower bound": 0.20797841019439267,
          "Effect of treatment upper bound": 0.7515202241016706,
          fnlwgt: 96129,
          gender: "Male",
          index: 24,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Exec-managerial",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Private"
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        {
          age: 38,
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          education: "Assoc-acdm",
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          "Effect of treatment": 0.14782526460532308,
          "Effect of treatment lower bound": 0.0290923656786914,
          "Effect of treatment upper bound": 0.4248648300118555,
          fnlwgt: 127493,
          gender: "Female",
          index: 25,
          "marital-status": "Widowed",
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          occupation: "Sales",
          race: "White",
          relationship: "Unmarried",
          Treatment: "decrease",
          workclass: "Private"
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        {
          age: 35,
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          education: "Masters",
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          "Effect of treatment": 0.9296851770335501,
          "Effect of treatment lower bound": 0.218389940360777,
          "Effect of treatment upper bound": 0.94289257806075,
          fnlwgt: 114765,
          gender: "Female",
          index: 26,
          "marital-status": "Never-married",
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          occupation: "Prof-specialty",
          race: "White",
          relationship: "Not-in-family",
          Treatment: "decrease",
          workclass: "Private"
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        {
          age: 29,
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          education: "HS-grad",
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          "Effect of treatment lower bound": 0.03752974340391212,
          "Effect of treatment upper bound": 0.42967298908773904,
          fnlwgt: 180271,
          gender: "Male",
          index: 27,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Tech-support",
          race: "White",
          relationship: "Own-child",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 40,
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          "Current treatment": 50,
          education: "Masters",
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          "Effect of treatment lower bound": 0.12214843306265966,
          "Effect of treatment upper bound": 0.9006063308145407,
          fnlwgt: 208875,
          gender: "Female",
          index: 28,
          "marital-status": "Divorced",
          "native-country": "United-States",
          occupation: "Prof-specialty",
          race: "White",
          relationship: "Not-in-family",
          Treatment: "decrease",
          workclass: "Local-gov"
        },
        {
          age: 34,
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          "capital-loss": 0,
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          education: "Some-college",
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          "Effect of treatment lower bound": 0.08391315977755848,
          "Effect of treatment upper bound": 0.3789919691452404,
          fnlwgt: 263150,
          gender: "Female",
          index: 29,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Exec-managerial",
          race: "White",
          relationship: "Wife",
          Treatment: "increase",
          workclass: "Private"
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        {
          age: 35,
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          "capital-loss": 0,
          "Current treatment": 50,
          education: "HS-grad",
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          "Effect of treatment": 0.6952409980719148,
          "Effect of treatment lower bound": 0.0799679597685454,
          "Effect of treatment upper bound": 0.6983354744056433,
          fnlwgt: 399601,
          gender: "Male",
          index: 30,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Prof-specialty",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
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        {
          age: 43,
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          education: "Bachelors",
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          "Effect of treatment": 0.6942169583098012,
          "Effect of treatment lower bound": 0.11995411978607258,
          "Effect of treatment upper bound": 0.7620485417275038,
          fnlwgt: 256253,
          gender: "Male",
          index: 31,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Prof-specialty",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Local-gov"
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        {
          age: 42,
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          "capital-loss": 0,
          "Current treatment": 40,
          education: "Bachelors",
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          "Effect of treatment": 0.2178750155433007,
          "Effect of treatment lower bound": 0.030269341600777894,
          "Effect of treatment upper bound": 0.21794697443046088,
          fnlwgt: 88909,
          gender: "Male",
          index: 32,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Exec-managerial",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Federal-gov"
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        {
          age: 18,
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          education: "10th",
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          "Effect of treatment lower bound": 0.0007047612089367026,
          "Effect of treatment upper bound": 0.48391104344234215,
          fnlwgt: 150675,
          gender: "Male",
          index: 33,
          "marital-status": "Never-married",
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          occupation: "Sales",
          race: "White",
          relationship: "Own-child",
          Treatment: "increase",
          workclass: "Private"
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        {
          age: 49,
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          "Effect of treatment lower bound": 0.030144282355083887,
          "Effect of treatment upper bound": 0.8518776717901284,
          fnlwgt: 83444,
          gender: "Male",
          index: 34,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Sales",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Self-emp-inc"
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        {
          age: 26,
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          education: "Bachelors",
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          "Effect of treatment": 0.39083612500427,
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          fnlwgt: 88513,
          gender: "Male",
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          "marital-status": "Never-married",
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          occupation: "?",
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          Treatment: "increase",
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        },
        {
          age: 47,
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          "Effect of treatment upper bound": 0.37847410883496124,
          fnlwgt: 185859,
          gender: "Male",
          index: 36,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Farming-fishing",
          race: "White",
          relationship: "Husband",
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        },
        {
          age: 41,
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          "Effect of treatment upper bound": 0.45904152517379737,
          fnlwgt: 188436,
          gender: "Male",
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          "marital-status": "Married-civ-spouse",
          "native-country": "Canada",
          occupation: "?",
          race: "White",
          relationship: "Husband",
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        },
        {
          age: 30,
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          "Effect of treatment lower bound": 0.18973836847777067,
          "Effect of treatment upper bound": 0.7347370317585924,
          fnlwgt: 183017,
          gender: "Male",
          index: 38,
          "marital-status": "Divorced",
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          occupation: "Machine-op-inspct",
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        },
        {
          age: 26,
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          "Effect of treatment lower bound": 0.05195395568236861,
          "Effect of treatment upper bound": 0.9454080120439661,
          fnlwgt: 391074,
          gender: "Male",
          index: 39,
          "marital-status": "Never-married",
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          occupation: "Handlers-cleaners",
          race: "Black",
          relationship: "Own-child",
          Treatment: "increase",
          workclass: "Local-gov"
        },
        {
          age: 28,
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          "Effect of treatment upper bound": 0.503280640966366,
          fnlwgt: 190525,
          gender: "Male",
          index: 40,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Exec-managerial",
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        {
          age: 21,
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          "Effect of treatment upper bound": 0.1990696536158579,
          fnlwgt: 402230,
          gender: "Male",
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          "marital-status": "Never-married",
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          occupation: "Adm-clerical",
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          workclass: "Local-gov"
        },
        {
          age: 64,
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          "Effect of treatment lower bound": 0.10253573263715034,
          "Effect of treatment upper bound": 0.6886561757705169,
          fnlwgt: 186731,
          gender: "Female",
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          "marital-status": "Widowed",
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          occupation: "Adm-clerical",
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        {
          age: 34,
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          fnlwgt: 93213,
          gender: "Male",
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          "marital-status": "Married-civ-spouse",
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        {
          age: 31,
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          fnlwgt: 323985,
          gender: "Female",
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        {
          age: 44,
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          "Effect of treatment upper bound": 0.8662758377748926,
          fnlwgt: 98779,
          gender: "Male",
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          "marital-status": "Married-civ-spouse",
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        {
          age: 43,
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          "Effect of treatment lower bound": 0.0011590716008935055,
          "Effect of treatment upper bound": 0.2344094594741947,
          fnlwgt: 205675,
          gender: "Male",
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          "marital-status": "Married-civ-spouse",
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        {
          age: 29,
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          "Effect of treatment lower bound": 0.03692819453098083,
          "Effect of treatment upper bound": 0.5740402193062847,
          fnlwgt: 197565,
          gender: "Female",
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      policy_gains: {
        recommended_policy_gains: 12.231,
        treatment_gains: { decrease: 4.22, increase: 6.35 }
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      policy_tree: {
        comparison_value: 32,
        feature: "age",
        leaf: false,
        left: {
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          feature: "education-num",
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          left: {
            leaf: true,
            n_samples: 17,
            treatment: "increase"
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          right: {
            leaf: true,
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            treatment: "decrease"
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          right_comparison: ComparisonTypes.GT
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        right: {
          comparison_value: 11,
          feature: "capital-gain",
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          left: {
            comparison_value: 32,
            feature: "capital-loss",
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            left: {
              leaf: true,
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              treatment: "increase"
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            right: {
              comparison_value: 11,
              feature: "fnlwgt",
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                leaf: true,
                n_samples: 17,
                treatment: "increase"
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              right: {
                leaf: true,
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                treatment: "decrease"
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              right_comparison: ComparisonTypes.GT
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            right_comparison: ComparisonTypes.GT
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          right: {
            leaf: true,
            n_samples: 15,
            treatment: "decrease"
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          right_comparison: ComparisonTypes.GT
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        right_comparison: ComparisonTypes.EQ
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      treatment_feature: "hours-per-week"
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    {
      control_treatment: "Private",
      local_policies: [
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        {
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          index: 31,
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        {
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          index: 26,
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        {
          age: 24,
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          "Effect of treatment upper bound": 0.21506774654188593,
          fnlwgt: 174413,
          gender: "Female",
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          index: 1,
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        },
        {
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          "Effect of treatment upper bound": 0.7515202241016706,
          fnlwgt: 96129,
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          index: 24,
          "marital-status": "Married-civ-spouse",
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          age: 35,
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          "Effect of treatment": 0.018950484941680612,
          "Effect of treatment lower bound": 0.004235973008454353,
          "Effect of treatment upper bound": 0.24668203081944592,
          fnlwgt: 111377,
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          index: 18,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "?",
          race: "White",
          relationship: "Husband",
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          workclass: "?"
        },
        {
          age: 31,
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          education: "HS-grad",
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          "Effect of treatment": 0.8045756495426217,
          "Effect of treatment lower bound": 0.22515440808973777,
          "Effect of treatment upper bound": 0.8238828089601294,
          fnlwgt: 463601,
          gender: "Male",
          "hours-per-week": 40,
          index: 21,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Handlers-cleaners",
          race: "Black",
          relationship: "Other-relative",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 34,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Some-college",
          "education-num": 10,
          "Effect of treatment": 0.2548929451002089,
          "Effect of treatment lower bound": 0.08391315977755848,
          "Effect of treatment upper bound": 0.3789919691452404,
          fnlwgt: 263150,
          gender: "Female",
          "hours-per-week": 45,
          index: 29,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Exec-managerial",
          race: "White",
          relationship: "Wife",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 40,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Bachelors",
          "education-num": 13,
          "Effect of treatment": 0.5606178367559389,
          "Effect of treatment lower bound": 0.11236412157399776,
          "Effect of treatment upper bound": 0.6682951838473864,
          fnlwgt: 211518,
          gender: "Female",
          "hours-per-week": 20,
          index: 8,
          "marital-status": "Divorced",
          "native-country": "United-States",
          occupation: "Other-service",
          race: "White",
          relationship: "Unmarried",
          Treatment: "decrease",
          workclass: "Self-emp-not-inc"
        },
        {
          age: 49,
          "capital-gain": 0,
          "capital-loss": 1672,
          education: "Bachelors",
          "education-num": 13,
          "Effect of treatment": 0.8812147633026697,
          "Effect of treatment lower bound": 0.2863857300648369,
          "Effect of treatment upper bound": 0.8891262296041657,
          fnlwgt: 390746,
          gender: "Male",
          "hours-per-week": 45,
          index: 7,
          "marital-status": "Married-civ-spouse",
          "native-country": "Ireland",
          occupation: "Prof-specialty",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Private"
        },
        {
          age: 21,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Some-college",
          "education-num": 10,
          "Effect of treatment": 0.16839972827749938,
          "Effect of treatment lower bound": 0.04347758178266075,
          "Effect of treatment upper bound": 0.1990696536158579,
          fnlwgt: 402230,
          gender: "Male",
          "hours-per-week": 36,
          index: 41,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Adm-clerical",
          race: "White",
          relationship: "Unmarried",
          Treatment: "increase",
          workclass: "Local-gov"
        },
        {
          age: 41,
          "capital-gain": 7688,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.3624081963550516,
          "Effect of treatment lower bound": 0.10519504458843298,
          "Effect of treatment upper bound": 0.5572890762329819,
          fnlwgt: 244522,
          gender: "Male",
          "hours-per-week": 42,
          index: 17,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Craft-repair",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 28,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Bachelors",
          "education-num": 13,
          "Effect of treatment": 0.3474394782749741,
          "Effect of treatment lower bound": 0.09533046679299446,
          "Effect of treatment upper bound": 0.503280640966366,
          fnlwgt: 190525,
          gender: "Male",
          "hours-per-week": 50,
          index: 40,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Exec-managerial",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 41,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.43146311943774873,
          "Effect of treatment lower bound": 0.08057809006067278,
          "Effect of treatment upper bound": 0.45904152517379737,
          fnlwgt: 188436,
          gender: "Male",
          "hours-per-week": 20,
          index: 37,
          "marital-status": "Married-civ-spouse",
          "native-country": "Canada",
          occupation: "?",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "?"
        },
        {
          age: 60,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "5th-6th",
          "education-num": 3,
          "Effect of treatment": 0.08619797078656677,
          "Effect of treatment lower bound": 0.027648567250549955,
          "Effect of treatment upper bound": 0.17050675228491402,
          fnlwgt: 137490,
          gender: "Male",
          "hours-per-week": 40,
          index: 13,
          "marital-status": "Separated",
          "native-country": "United-States",
          occupation: "Handlers-cleaners",
          race: "Black",
          relationship: "Not-in-family",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 26,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "10th",
          "education-num": 6,
          "Effect of treatment": 0.9220742340665982,
          "Effect of treatment lower bound": 0.05195395568236861,
          "Effect of treatment upper bound": 0.9454080120439661,
          fnlwgt: 391074,
          gender: "Male",
          "hours-per-week": 40,
          index: 39,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Handlers-cleaners",
          race: "Black",
          relationship: "Own-child",
          Treatment: "increase",
          workclass: "Local-gov"
        },
        {
          age: 33,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Bachelors",
          "education-num": 13,
          "Effect of treatment": 0.92516059121143,
          "Effect of treatment lower bound": 0.2777424656633814,
          "Effect of treatment upper bound": 0.9344177559183527,
          fnlwgt: 202046,
          gender: "Male",
          "hours-per-week": 45,
          index: 3,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Exec-managerial",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Private"
        },
        {
          age: 36,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "7th-8th",
          "education-num": 4,
          "Effect of treatment": 0.027711432890077603,
          "Effect of treatment lower bound": 0.005344937959318685,
          "Effect of treatment upper bound": 0.2738555550419498,
          fnlwgt: 224541,
          gender: "Male",
          "hours-per-week": 40,
          index: 10,
          "marital-status": "Married-civ-spouse",
          "native-country": "El-Salvador",
          occupation: "Handlers-cleaners",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 42,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Bachelors",
          "education-num": 13,
          "Effect of treatment": 0.2178750155433007,
          "Effect of treatment lower bound": 0.030269341600777894,
          "Effect of treatment upper bound": 0.21794697443046088,
          fnlwgt: 88909,
          gender: "Male",
          "hours-per-week": 40,
          index: 32,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Exec-managerial",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Federal-gov"
        },
        {
          age: 35,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.6952409980719148,
          "Effect of treatment lower bound": 0.0799679597685454,
          "Effect of treatment upper bound": 0.6983354744056433,
          fnlwgt: 399601,
          gender: "Male",
          "hours-per-week": 50,
          index: 30,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Prof-specialty",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 40,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.5175010212528734,
          "Effect of treatment lower bound": 0.09144940500715958,
          "Effect of treatment upper bound": 0.6334375350943157,
          fnlwgt: 77975,
          gender: "Male",
          "hours-per-week": 40,
          index: 14,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Craft-repair",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 29,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Bachelors",
          "education-num": 13,
          "Effect of treatment": 0.7181860845993906,
          "Effect of treatment lower bound": 0.16893705640746315,
          "Effect of treatment upper bound": 0.7895287376345043,
          fnlwgt: 485944,
          gender: "Male",
          "hours-per-week": 40,
          index: 15,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Sales",
          race: "Black",
          relationship: "Own-child",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 64,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.6860563111156401,
          "Effect of treatment lower bound": 0.10253573263715034,
          "Effect of treatment upper bound": 0.6886561757705169,
          fnlwgt: 186731,
          gender: "Female",
          "hours-per-week": 40,
          index: 42,
          "marital-status": "Widowed",
          "native-country": "United-States",
          occupation: "Adm-clerical",
          race: "White",
          relationship: "Unmarried",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 34,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.6037090924934636,
          "Effect of treatment lower bound": 0.0064709382223266205,
          "Effect of treatment upper bound": 0.6199295057471577,
          fnlwgt: 205072,
          gender: "Male",
          "hours-per-week": 50,
          index: 16,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Sales",
          race: "White",
          relationship: "Not-in-family",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 29,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.32491641818408845,
          "Effect of treatment lower bound": 0.03752974340391212,
          "Effect of treatment upper bound": 0.42967298908773904,
          fnlwgt: 180271,
          gender: "Male",
          "hours-per-week": 40,
          index: 27,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Tech-support",
          race: "White",
          relationship: "Own-child",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 49,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Bachelors",
          "education-num": 13,
          "Effect of treatment": 0.8256639861483448,
          "Effect of treatment lower bound": 0.030144282355083887,
          "Effect of treatment upper bound": 0.8518776717901284,
          fnlwgt: 83444,
          gender: "Male",
          "hours-per-week": 85,
          index: 34,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Sales",
          race: "White",
          relationship: "Husband",
          Treatment: "decrease",
          workclass: "Self-emp-inc"
        },
        {
          age: 47,
          "capital-gain": 3103,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.3281006406831737,
          "Effect of treatment lower bound": 0.07447752952294502,
          "Effect of treatment upper bound": 0.37847410883496124,
          fnlwgt: 185859,
          gender: "Male",
          "hours-per-week": 60,
          index: 36,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Farming-fishing",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Self-emp-not-inc"
        },
        {
          age: 26,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Bachelors",
          "education-num": 13,
          "Effect of treatment": 0.39083612500427,
          "Effect of treatment lower bound": 0.01374968259537593,
          "Effect of treatment upper bound": 0.5686866573642254,
          fnlwgt: 88513,
          gender: "Male",
          "hours-per-week": 40,
          index: 35,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "?",
          race: "White",
          relationship: "Not-in-family",
          Treatment: "increase",
          workclass: "?"
        },
        {
          age: 40,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.37666483966560627,
          "Effect of treatment lower bound": 0.036374265858969954,
          "Effect of treatment upper bound": 0.4153051284860798,
          fnlwgt: 132222,
          gender: "Male",
          "hours-per-week": 40,
          index: 2,
          "marital-status": "Never-married",
          "native-country": "United-States",
          occupation: "Other-service",
          race: "White",
          relationship: "Not-in-family",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 40,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Masters",
          "education-num": 14,
          "Effect of treatment": 0.8631007612815151,
          "Effect of treatment lower bound": 0.12214843306265966,
          "Effect of treatment upper bound": 0.9006063308145407,
          fnlwgt: 208875,
          gender: "Female",
          "hours-per-week": 50,
          index: 28,
          "marital-status": "Divorced",
          "native-country": "United-States",
          occupation: "Prof-specialty",
          race: "White",
          relationship: "Not-in-family",
          Treatment: "decrease",
          workclass: "Local-gov"
        },
        {
          age: 50,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.8214634727373908,
          "Effect of treatment lower bound": 0.2301668701930891,
          "Effect of treatment upper bound": 0.8765928668122603,
          fnlwgt: 39590,
          gender: "Male",
          "hours-per-week": 48,
          index: 0,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Farming-fishing",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 38,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Assoc-acdm",
          "education-num": 12,
          "Effect of treatment": 0.14782526460532308,
          "Effect of treatment lower bound": 0.0290923656786914,
          "Effect of treatment upper bound": 0.4248648300118555,
          fnlwgt: 127493,
          gender: "Female",
          "hours-per-week": 35,
          index: 25,
          "marital-status": "Widowed",
          "native-country": "United-States",
          occupation: "Sales",
          race: "White",
          relationship: "Unmarried",
          Treatment: "decrease",
          workclass: "Private"
        },
        {
          age: 31,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "HS-grad",
          "education-num": 9,
          "Effect of treatment": 0.34807946038234605,
          "Effect of treatment lower bound": 0.038155376370596954,
          "Effect of treatment upper bound": 0.5365101598833479,
          fnlwgt: 323985,
          gender: "Female",
          "hours-per-week": 40,
          index: 44,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Exec-managerial",
          race: "White",
          relationship: "Wife",
          Treatment: "increase",
          workclass: "Private"
        },
        {
          age: 51,
          "capital-gain": 0,
          "capital-loss": 0,
          education: "Some-college",
          "education-num": 10,
          "Effect of treatment": 0.3969165159738095,
          "Effect of treatment lower bound": 0.1174079003029989,
          "Effect of treatment upper bound": 0.4047584668397279,
          fnlwgt: 27539,
          gender: "Male",
          "hours-per-week": 60,
          index: 12,
          "marital-status": "Married-civ-spouse",
          "native-country": "United-States",
          occupation: "Transport-moving",
          race: "White",
          relationship: "Husband",
          Treatment: "increase",
          workclass: "Private"
        }
      ],
      policy_gains: {
        recommended_policy_gains: 3.35,
        treatment_gains: { decrease: 1.22, increase: 3.35 }
      },
      policy_tree: {
        leaf: true,
        n_samples: 48,
        treatment: "increase"
      },
      treatment_feature: "workclass"
    }
  ]
};
export const adultCensusCausalErrorAnalysisData: IErrorAnalysisData = {
  maxDepth: 3,
  metric: Metrics.ErrorRate,
  minChildSamples: 21,
  numLeaves: 11
};

export const adultCohortDataContinuous: IPreBuiltCohort = {
  cohort_filter_list: [
    {
      arg: [65],
      column: "age",
      method: FilterMethods.LessThan
    },
    {
      arg: [40],
      column: "hours-per-week",
      method: FilterMethods.GreaterThan
    }
  ],
  name: "Cohort Continuous"
};

export const adultCohortDataCategorical: IPreBuiltCohort = {
  cohort_filter_list: [
    {
      arg: ["HS-grad", "Bachelors"],
      column: "education",
      method: FilterMethods.Includes
    }
  ],
  name: "Cohort Categorical"
};

export const adultCohortDataIndex: IPreBuiltCohort = {
  cohort_filter_list: [
    {
      arg: [23],
      column: "Index",
      method: FilterMethods.LessThan
    }
  ],
  name: "Cohort Index"
};

export const adultCohortDataPredictedY: IPreBuiltCohort = {
  cohort_filter_list: [
    {
      arg: ["<=50K", ">50K"],
      column: "Predicted Y",
      method: FilterMethods.Includes
    }
  ],
  name: "Cohort Predicted Y"
};

export const adultCohortDataTrueY: IPreBuiltCohort = {
  cohort_filter_list: [
    {
      arg: ["<=50K", ">50K"],
      column: "True Y",
      method: FilterMethods.Includes
    }
  ],
  name: "Cohort True Y"
};

export const adultCohortDataClassificationOutcome: IPreBuiltCohort = {
  cohort_filter_list: [
    {
      arg: [
        "True positive",
        "True negative",
        "False negative",
        "False positive"
      ],
      column: "Classification outcome",
      method: FilterMethods.Includes
    }
  ],
  name: "Cohort Classification outcome"
};
